Train on 1712 samples, validate on 428 samples
Epoch 1/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0657 - acc: 0.1686Epoch 00000: val_loss improved from inf to 0.07718, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0605 - acc: 0.2249 - val_loss: 0.0772 - val_acc: 0.6963
Epoch 2/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0174 - acc: 0.7083Epoch 00001: val_loss improved from 0.07718 to 0.04529, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0167 - acc: 0.7050 - val_loss: 0.0453 - val_acc: 0.6963
Epoch 3/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0091 - acc: 0.6178Epoch 00002: val_loss improved from 0.04529 to 0.03657, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0091 - acc: 0.6063 - val_loss: 0.0366 - val_acc: 0.6963
Epoch 4/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0081 - acc: 0.6608Epoch 00003: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0079 - acc: 0.6676 - val_loss: 0.0371 - val_acc: 0.6963
Epoch 5/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0063 - acc: 0.7064Epoch 00004: val_loss improved from 0.03657 to 0.03386, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0062 - acc: 0.7050 - val_loss: 0.0339 - val_acc: 0.6963
Epoch 6/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0056 - acc: 0.7031Epoch 00005: val_loss improved from 0.03386 to 0.02934, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0056 - acc: 0.7062 - val_loss: 0.0293 - val_acc: 0.6963
Epoch 7/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0052 - acc: 0.7044Epoch 00006: val_loss improved from 0.02934 to 0.02865, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0052 - acc: 0.7039 - val_loss: 0.0286 - val_acc: 0.6963
Epoch 8/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0050 - acc: 0.6999Epoch 00007: val_loss improved from 0.02865 to 0.02764, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0050 - acc: 0.7039 - val_loss: 0.0276 - val_acc: 0.6963
Epoch 9/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0049 - acc: 0.7025Epoch 00008: val_loss improved from 0.02764 to 0.02678, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0049 - acc: 0.7050 - val_loss: 0.0268 - val_acc: 0.6963
Epoch 10/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0049 - acc: 0.7051Epoch 00009: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7027 - val_loss: 0.0272 - val_acc: 0.6963
Epoch 11/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0048 - acc: 0.7070Epoch 00010: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0049 - acc: 0.7033 - val_loss: 0.0274 - val_acc: 0.6963
Epoch 12/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0049 - acc: 0.7077Epoch 00011: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0049 - acc: 0.7062 - val_loss: 0.0280 - val_acc: 0.6963
Epoch 13/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0049 - acc: 0.7031Epoch 00012: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7044 - val_loss: 0.0277 - val_acc: 0.6963
Epoch 14/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0048 - acc: 0.7031Epoch 00013: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7062 - val_loss: 0.0276 - val_acc: 0.6963
Epoch 15/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0048 - acc: 0.7031Epoch 00014: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7039 - val_loss: 0.0280 - val_acc: 0.6963
Epoch 16/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0048 - acc: 0.7031Epoch 00015: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7050 - val_loss: 0.0282 - val_acc: 0.6963
Epoch 17/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0049 - acc: 0.7038Epoch 00016: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7039 - val_loss: 0.0282 - val_acc: 0.6963
Epoch 18/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0048 - acc: 0.7090Epoch 00017: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7062 - val_loss: 0.0276 - val_acc: 0.6963
Epoch 19/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0048 - acc: 0.7057Epoch 00018: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7056 - val_loss: 0.0279 - val_acc: 0.6963
Epoch 20/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0048 - acc: 0.7057Epoch 00019: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7056 - val_loss: 0.0269 - val_acc: 0.6963
Epoch 21/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0049 - acc: 0.7018Epoch 00020: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7033 - val_loss: 0.0272 - val_acc: 0.6963
Epoch 22/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7096Epoch 00021: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7056 - val_loss: 0.0273 - val_acc: 0.6963
Epoch 23/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0048 - acc: 0.7064Epoch 00022: val_loss improved from 0.02678 to 0.02652, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7050 - val_loss: 0.0265 - val_acc: 0.6963
Epoch 24/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0048 - acc: 0.7103Epoch 00023: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7062 - val_loss: 0.0274 - val_acc: 0.6963
Epoch 25/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7057Epoch 00024: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7039 - val_loss: 0.0282 - val_acc: 0.6963
Epoch 26/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7018Epoch 00025: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7062 - val_loss: 0.0273 - val_acc: 0.6963
Epoch 27/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7038Epoch 00026: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0048 - acc: 0.7062 - val_loss: 0.0268 - val_acc: 0.6963
Epoch 28/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7038Epoch 00027: val_loss improved from 0.02652 to 0.02619, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7050 - val_loss: 0.0262 - val_acc: 0.6963
Epoch 29/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0048 - acc: 0.7012Epoch 00028: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7044 - val_loss: 0.0268 - val_acc: 0.6963
Epoch 30/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7064Epoch 00029: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7079 - val_loss: 0.0270 - val_acc: 0.6963
Epoch 31/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0048 - acc: 0.7064Epoch 00030: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7050 - val_loss: 0.0265 - val_acc: 0.6963
Epoch 32/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7070Epoch 00031: val_loss improved from 0.02619 to 0.02593, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0259 - val_acc: 0.6963
Epoch 33/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0048 - acc: 0.7057Epoch 00032: val_loss improved from 0.02593 to 0.02589, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7068 - val_loss: 0.0259 - val_acc: 0.6963
Epoch 34/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7051Epoch 00033: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7062 - val_loss: 0.0259 - val_acc: 0.6963
Epoch 35/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7025Epoch 00034: val_loss improved from 0.02589 to 0.02572, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7056 - val_loss: 0.0257 - val_acc: 0.6963
Epoch 36/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0048 - acc: 0.7005Epoch 00035: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7085 - val_loss: 0.0262 - val_acc: 0.6963
Epoch 37/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7188Epoch 00036: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0263 - val_acc: 0.6963
Epoch 38/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7096Epoch 00037: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7050 - val_loss: 0.0262 - val_acc: 0.6963
Epoch 39/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7038Epoch 00038: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7062 - val_loss: 0.0257 - val_acc: 0.6963
Epoch 40/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7077Epoch 00039: val_loss improved from 0.02572 to 0.02481, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7068 - val_loss: 0.0248 - val_acc: 0.6963
Epoch 41/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7038Epoch 00040: val_loss improved from 0.02481 to 0.02421, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7050 - val_loss: 0.0242 - val_acc: 0.6963
Epoch 42/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.6999Epoch 00041: val_loss improved from 0.02421 to 0.02383, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7044 - val_loss: 0.0238 - val_acc: 0.6963
Epoch 43/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7064Epoch 00042: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7062 - val_loss: 0.0244 - val_acc: 0.6963
Epoch 44/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7083Epoch 00043: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7079 - val_loss: 0.0248 - val_acc: 0.6963
Epoch 45/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7103Epoch 00044: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7044 - val_loss: 0.0246 - val_acc: 0.6963
Epoch 46/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7038Epoch 00045: val_loss improved from 0.02383 to 0.02361, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7062 - val_loss: 0.0236 - val_acc: 0.6963
Epoch 47/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7103Epoch 00046: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0237 - val_acc: 0.6963
Epoch 48/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7057Epoch 00047: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7056 - val_loss: 0.0239 - val_acc: 0.6963
Epoch 49/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7142Epoch 00048: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7079 - val_loss: 0.0240 - val_acc: 0.6963
Epoch 50/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7005Epoch 00049: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7062 - val_loss: 0.0237 - val_acc: 0.6963
Epoch 51/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7090Epoch 00050: val_loss improved from 0.02361 to 0.02250, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7068 - val_loss: 0.0225 - val_acc: 0.6963
Epoch 52/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7057Epoch 00051: val_loss improved from 0.02250 to 0.02235, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0223 - val_acc: 0.6963
Epoch 53/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7077Epoch 00052: val_loss improved from 0.02235 to 0.02188, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7068 - val_loss: 0.0219 - val_acc: 0.6963
Epoch 54/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7051Epoch 00053: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7062 - val_loss: 0.0219 - val_acc: 0.6963
Epoch 55/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7038Epoch 00054: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7027 - val_loss: 0.0226 - val_acc: 0.6963
Epoch 56/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0048 - acc: 0.7012Epoch 00055: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7074 - val_loss: 0.0225 - val_acc: 0.6963
Epoch 57/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7135Epoch 00056: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7068 - val_loss: 0.0221 - val_acc: 0.6963
Epoch 58/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7038Epoch 00057: val_loss improved from 0.02188 to 0.02169, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7068 - val_loss: 0.0217 - val_acc: 0.6963
Epoch 59/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7025Epoch 00058: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7068 - val_loss: 0.0222 - val_acc: 0.6963
Epoch 60/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7031Epoch 00059: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0047 - acc: 0.7050 - val_loss: 0.0230 - val_acc: 0.6963
Epoch 61/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7109Epoch 00060: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7091 - val_loss: 0.0226 - val_acc: 0.6963
Epoch 62/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7057Epoch 00061: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7068 - val_loss: 0.0222 - val_acc: 0.6963
Epoch 63/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7057Epoch 00062: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7079 - val_loss: 0.0219 - val_acc: 0.6963
Epoch 64/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0045 - acc: 0.7161Epoch 00063: val_loss improved from 0.02169 to 0.02133, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7068 - val_loss: 0.0213 - val_acc: 0.6963
Epoch 65/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7057Epoch 00064: val_loss improved from 0.02133 to 0.02125, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0212 - val_acc: 0.6963
Epoch 66/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0045 - acc: 0.7090Epoch 00065: val_loss improved from 0.02125 to 0.02053, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0205 - val_acc: 0.6963
Epoch 67/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0047 - acc: 0.7103Epoch 00066: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7062 - val_loss: 0.0218 - val_acc: 0.6963
Epoch 68/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7044Epoch 00067: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7056 - val_loss: 0.0221 - val_acc: 0.6963
Epoch 69/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7031Epoch 00068: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0217 - val_acc: 0.6963
Epoch 70/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0045 - acc: 0.7077Epoch 00069: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7050 - val_loss: 0.0217 - val_acc: 0.6963
Epoch 71/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7096Epoch 00070: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0207 - val_acc: 0.6963
Epoch 72/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7025Epoch 00071: val_loss improved from 0.02053 to 0.02005, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7044 - val_loss: 0.0201 - val_acc: 0.6963
Epoch 73/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7057Epoch 00072: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7062 - val_loss: 0.0202 - val_acc: 0.6963
Epoch 74/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7044Epoch 00073: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7068 - val_loss: 0.0202 - val_acc: 0.6963
Epoch 75/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7044Epoch 00074: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7079 - val_loss: 0.0212 - val_acc: 0.6963
Epoch 76/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7077Epoch 00075: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7062 - val_loss: 0.0206 - val_acc: 0.6963
Epoch 77/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0045 - acc: 0.7122Epoch 00076: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7068 - val_loss: 0.0204 - val_acc: 0.6963
Epoch 78/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7109Epoch 00077: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0211 - val_acc: 0.6963
Epoch 79/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0045 - acc: 0.7031Epoch 00078: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7056 - val_loss: 0.0205 - val_acc: 0.6963
Epoch 80/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.7090Epoch 00079: val_loss improved from 0.02005 to 0.01934, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7068 - val_loss: 0.0193 - val_acc: 0.6963
Epoch 81/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7051Epoch 00080: val_loss improved from 0.01934 to 0.01912, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7068 - val_loss: 0.0191 - val_acc: 0.6963
Epoch 82/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7083Epoch 00081: val_loss improved from 0.01912 to 0.01857, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7074 - val_loss: 0.0186 - val_acc: 0.6963
Epoch 83/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0045 - acc: 0.7077Epoch 00082: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7062 - val_loss: 0.0191 - val_acc: 0.6963
Epoch 84/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7051Epoch 00083: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7062 - val_loss: 0.0203 - val_acc: 0.6963
Epoch 85/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7038Epoch 00084: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7079 - val_loss: 0.0205 - val_acc: 0.6963
Epoch 86/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7070Epoch 00085: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0196 - val_acc: 0.6963
Epoch 87/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0045 - acc: 0.7044Epoch 00086: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7062 - val_loss: 0.0189 - val_acc: 0.6963
Epoch 88/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7077Epoch 00087: val_loss improved from 0.01857 to 0.01824, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7079 - val_loss: 0.0182 - val_acc: 0.6963
Epoch 89/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0045 - acc: 0.7148Epoch 00088: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7062 - val_loss: 0.0189 - val_acc: 0.6963
Epoch 90/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0045 - acc: 0.7070Epoch 00089: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7056 - val_loss: 0.0191 - val_acc: 0.6963
Epoch 91/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0045 - acc: 0.7057Epoch 00090: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7056 - val_loss: 0.0186 - val_acc: 0.6963
Epoch 92/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0045 - acc: 0.7116Epoch 00091: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0187 - val_acc: 0.6963
Epoch 93/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7070Epoch 00092: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7056 - val_loss: 0.0204 - val_acc: 0.6963
Epoch 94/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7044Epoch 00093: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7068 - val_loss: 0.0212 - val_acc: 0.6963
Epoch 95/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.6999Epoch 00094: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0046 - acc: 0.7068 - val_loss: 0.0205 - val_acc: 0.6963
Epoch 96/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7070Epoch 00095: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7068 - val_loss: 0.0200 - val_acc: 0.6963
Epoch 97/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0045 - acc: 0.7057Epoch 00096: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0183 - val_acc: 0.6963
Epoch 98/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0045 - acc: 0.7090Epoch 00097: val_loss improved from 0.01824 to 0.01790, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7068 - val_loss: 0.0179 - val_acc: 0.6963
Epoch 99/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.7103Epoch 00098: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7068 - val_loss: 0.0183 - val_acc: 0.6963
Epoch 100/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0045 - acc: 0.7064Epoch 00099: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0198 - val_acc: 0.6963
Epoch 101/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7070Epoch 00100: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0189 - val_acc: 0.6963
Epoch 102/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0045 - acc: 0.7025Epoch 00101: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7062 - val_loss: 0.0183 - val_acc: 0.6963
Epoch 103/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.7116Epoch 00102: val_loss improved from 0.01790 to 0.01762, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7062 - val_loss: 0.0176 - val_acc: 0.6963
Epoch 104/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.7090Epoch 00103: val_loss improved from 0.01762 to 0.01705, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7068 - val_loss: 0.0170 - val_acc: 0.6963
Epoch 105/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.7064Epoch 00104: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0173 - val_acc: 0.6963
Epoch 106/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.7142Epoch 00105: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7079 - val_loss: 0.0184 - val_acc: 0.6963
Epoch 107/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0045 - acc: 0.7077Epoch 00106: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7068 - val_loss: 0.0184 - val_acc: 0.6963
Epoch 108/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7031Epoch 00107: val_loss improved from 0.01705 to 0.01669, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0167 - val_acc: 0.6963
Epoch 109/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7083Epoch 00108: val_loss improved from 0.01669 to 0.01630, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7068 - val_loss: 0.0163 - val_acc: 0.6963
Epoch 110/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0045 - acc: 0.7103Epoch 00109: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0175 - val_acc: 0.6963
Epoch 111/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0045 - acc: 0.7057Epoch 00110: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0192 - val_acc: 0.6963
Epoch 112/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0045 - acc: 0.7155Epoch 00111: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0193 - val_acc: 0.6963
Epoch 113/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0045 - acc: 0.7096Epoch 00112: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7079 - val_loss: 0.0180 - val_acc: 0.6963
Epoch 114/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0043 - acc: 0.7070Epoch 00113: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7079 - val_loss: 0.0178 - val_acc: 0.6963
Epoch 115/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0046 - acc: 0.7129Epoch 00114: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0163 - val_acc: 0.6963
Epoch 116/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0045 - acc: 0.7038Epoch 00115: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0045 - acc: 0.7074 - val_loss: 0.0169 - val_acc: 0.6963
Epoch 117/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.7090Epoch 00116: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7079 - val_loss: 0.0171 - val_acc: 0.6963
Epoch 118/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.7083Epoch 00117: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0173 - val_acc: 0.6963
Epoch 119/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.7038Epoch 00118: val_loss improved from 0.01630 to 0.01603, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7050 - val_loss: 0.0160 - val_acc: 0.6963
Epoch 120/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0045 - acc: 0.7031Epoch 00119: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7068 - val_loss: 0.0164 - val_acc: 0.6963
Epoch 121/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.7044Epoch 00120: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7062 - val_loss: 0.0161 - val_acc: 0.6963
Epoch 122/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.7051Epoch 00121: val_loss improved from 0.01603 to 0.01564, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7079 - val_loss: 0.0156 - val_acc: 0.6963
Epoch 123/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.7077Epoch 00122: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7062 - val_loss: 0.0161 - val_acc: 0.6963
Epoch 124/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.7090Epoch 00123: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7068 - val_loss: 0.0159 - val_acc: 0.6963
Epoch 125/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.7051Epoch 00124: val_loss improved from 0.01564 to 0.01532, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0153 - val_acc: 0.6963
Epoch 126/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.7103Epoch 00125: val_loss improved from 0.01532 to 0.01528, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0153 - val_acc: 0.6963
Epoch 127/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.7005Epoch 00126: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0157 - val_acc: 0.6963
Epoch 128/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0043 - acc: 0.7057Epoch 00127: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7079 - val_loss: 0.0156 - val_acc: 0.6963
Epoch 129/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0043 - acc: 0.7103Epoch 00128: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0154 - val_acc: 0.6963
Epoch 130/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.7044Epoch 00129: val_loss improved from 0.01528 to 0.01404, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7079 - val_loss: 0.0140 - val_acc: 0.6963
Epoch 131/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.7077Epoch 00130: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0158 - val_acc: 0.6963
Epoch 132/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.7096Epoch 00131: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7050 - val_loss: 0.0153 - val_acc: 0.6963
Epoch 133/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.7025Epoch 00132: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0141 - val_acc: 0.6963
Epoch 134/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.7031Epoch 00133: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7079 - val_loss: 0.0166 - val_acc: 0.6963
Epoch 135/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.7077Epoch 00134: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0149 - val_acc: 0.6963
Epoch 136/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0043 - acc: 0.7129Epoch 00135: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7079 - val_loss: 0.0140 - val_acc: 0.6963
Epoch 137/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.6979Epoch 00136: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7079 - val_loss: 0.0158 - val_acc: 0.6963
Epoch 138/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.7129Epoch 00137: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0150 - val_acc: 0.6963
Epoch 139/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0043 - acc: 0.7031Epoch 00138: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7050 - val_loss: 0.0142 - val_acc: 0.6963
Epoch 140/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.6999Epoch 00139: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0155 - val_acc: 0.6963
Epoch 141/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0043 - acc: 0.7077Epoch 00140: val_loss improved from 0.01404 to 0.01396, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7050 - val_loss: 0.0140 - val_acc: 0.6963
Epoch 142/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0043 - acc: 0.7077Epoch 00141: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0150 - val_acc: 0.6963
Epoch 143/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0044 - acc: 0.6947Epoch 00142: val_loss improved from 0.01396 to 0.01383, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0044 - acc: 0.7027 - val_loss: 0.0138 - val_acc: 0.6963
Epoch 144/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0043 - acc: 0.7096Epoch 00143: val_loss improved from 0.01383 to 0.01359, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0136 - val_acc: 0.6963
Epoch 145/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0043 - acc: 0.7129Epoch 00144: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7068 - val_loss: 0.0148 - val_acc: 0.6963
Epoch 146/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0042 - acc: 0.7018Epoch 00145: val_loss improved from 0.01359 to 0.01345, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0134 - val_acc: 0.6963
Epoch 147/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0043 - acc: 0.6999Epoch 00146: val_loss improved from 0.01345 to 0.01256, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0126 - val_acc: 0.6963
Epoch 148/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0043 - acc: 0.7064Epoch 00147: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7079 - val_loss: 0.0145 - val_acc: 0.6963
Epoch 149/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0043 - acc: 0.7064Epoch 00148: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7050 - val_loss: 0.0135 - val_acc: 0.6963
Epoch 150/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0043 - acc: 0.7083Epoch 00149: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0043 - acc: 0.7074 - val_loss: 0.0138 - val_acc: 0.6963
Epoch 151/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0042 - acc: 0.7012Epoch 00150: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7039 - val_loss: 0.0134 - val_acc: 0.6963
Epoch 152/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0042 - acc: 0.7051Epoch 00151: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7044 - val_loss: 0.0129 - val_acc: 0.6963
Epoch 153/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0042 - acc: 0.7051Epoch 00152: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0141 - val_acc: 0.6963
Epoch 154/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0042 - acc: 0.7070Epoch 00153: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7050 - val_loss: 0.0130 - val_acc: 0.6963
Epoch 155/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0042 - acc: 0.7083Epoch 00154: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7056 - val_loss: 0.0134 - val_acc: 0.6986
Epoch 156/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0042 - acc: 0.7018Epoch 00155: val_loss improved from 0.01256 to 0.01215, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7027 - val_loss: 0.0122 - val_acc: 0.6986
Epoch 157/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0042 - acc: 0.7025Epoch 00156: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7074 - val_loss: 0.0134 - val_acc: 0.6986
Epoch 158/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0042 - acc: 0.7005Epoch 00157: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7050 - val_loss: 0.0127 - val_acc: 0.6986
Epoch 159/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0041 - acc: 0.7064Epoch 00158: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7033 - val_loss: 0.0138 - val_acc: 0.7009
Epoch 160/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0042 - acc: 0.7031Epoch 00159: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7033 - val_loss: 0.0130 - val_acc: 0.6986
Epoch 161/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0042 - acc: 0.7109Epoch 00160: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7068 - val_loss: 0.0130 - val_acc: 0.7009
Epoch 162/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0042 - acc: 0.7064Epoch 00161: val_loss improved from 0.01215 to 0.01124, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7015 - val_loss: 0.0112 - val_acc: 0.6986
Epoch 163/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0042 - acc: 0.7070Epoch 00162: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7044 - val_loss: 0.0131 - val_acc: 0.6986
Epoch 164/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0042 - acc: 0.6960Epoch 00163: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.6992 - val_loss: 0.0121 - val_acc: 0.6986
Epoch 165/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0042 - acc: 0.7083Epoch 00164: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7085 - val_loss: 0.0132 - val_acc: 0.7033
Epoch 166/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0042 - acc: 0.7038Epoch 00165: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0042 - acc: 0.7044 - val_loss: 0.0121 - val_acc: 0.6986
Epoch 167/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0041 - acc: 0.6999Epoch 00166: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7039 - val_loss: 0.0125 - val_acc: 0.7009
Epoch 168/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0042 - acc: 0.7064Epoch 00167: val_loss improved from 0.01124 to 0.01099, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7074 - val_loss: 0.0110 - val_acc: 0.6986
Epoch 169/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0042 - acc: 0.7103Epoch 00168: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7039 - val_loss: 0.0134 - val_acc: 0.7009
Epoch 170/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0042 - acc: 0.6999Epoch 00169: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7068 - val_loss: 0.0120 - val_acc: 0.6986
Epoch 171/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0041 - acc: 0.7038Epoch 00170: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7033 - val_loss: 0.0117 - val_acc: 0.7009
Epoch 172/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0041 - acc: 0.6953Epoch 00171: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7021 - val_loss: 0.0114 - val_acc: 0.7009
Epoch 173/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0041 - acc: 0.7018Epoch 00172: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7027 - val_loss: 0.0118 - val_acc: 0.7009
Epoch 174/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0041 - acc: 0.7005Epoch 00173: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7068 - val_loss: 0.0116 - val_acc: 0.7009
Epoch 175/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0040 - acc: 0.7090Epoch 00174: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7009 - val_loss: 0.0122 - val_acc: 0.6986
Epoch 176/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0041 - acc: 0.7025Epoch 00175: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7027 - val_loss: 0.0118 - val_acc: 0.7009
Epoch 177/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0040 - acc: 0.7038Epoch 00176: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7033 - val_loss: 0.0118 - val_acc: 0.7009
Epoch 178/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0041 - acc: 0.6979Epoch 00177: val_loss improved from 0.01099 to 0.00983, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7015 - val_loss: 0.0098 - val_acc: 0.6986
Epoch 179/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0041 - acc: 0.7096Epoch 00178: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7085 - val_loss: 0.0131 - val_acc: 0.6986
Epoch 180/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0040 - acc: 0.7038Epoch 00179: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7027 - val_loss: 0.0103 - val_acc: 0.6986
Epoch 181/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0041 - acc: 0.7096Epoch 00180: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0041 - acc: 0.7056 - val_loss: 0.0128 - val_acc: 0.7009
Epoch 182/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0040 - acc: 0.7083Epoch 00181: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7056 - val_loss: 0.0105 - val_acc: 0.6986
Epoch 183/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0040 - acc: 0.7018Epoch 00182: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7085 - val_loss: 0.0112 - val_acc: 0.7009
Epoch 184/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0040 - acc: 0.7122Epoch 00183: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7050 - val_loss: 0.0117 - val_acc: 0.6986
Epoch 185/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0040 - acc: 0.7044Epoch 00184: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7044 - val_loss: 0.0104 - val_acc: 0.7009
Epoch 186/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0039 - acc: 0.7070Epoch 00185: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7068 - val_loss: 0.0123 - val_acc: 0.6986
Epoch 187/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0040 - acc: 0.7116Epoch 00186: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7039 - val_loss: 0.0101 - val_acc: 0.6986
Epoch 188/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0040 - acc: 0.7090Epoch 00187: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0124 - val_acc: 0.6986
Epoch 189/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0040 - acc: 0.7031Epoch 00188: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7062 - val_loss: 0.0105 - val_acc: 0.7009
Epoch 190/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0039 - acc: 0.6999Epoch 00189: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7044 - val_loss: 0.0103 - val_acc: 0.6963
Epoch 191/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0039 - acc: 0.7077Epoch 00190: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7068 - val_loss: 0.0101 - val_acc: 0.6986
Epoch 192/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0039 - acc: 0.7142Epoch 00191: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7085 - val_loss: 0.0104 - val_acc: 0.7009
Epoch 193/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0039 - acc: 0.7018Epoch 00192: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7044 - val_loss: 0.0102 - val_acc: 0.6986
Epoch 194/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0040 - acc: 0.7064Epoch 00193: val_loss improved from 0.00983 to 0.00904, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7050 - val_loss: 0.0090 - val_acc: 0.6986
Epoch 195/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0040 - acc: 0.7044Epoch 00194: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7033 - val_loss: 0.0116 - val_acc: 0.6986
Epoch 196/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0039 - acc: 0.7083Epoch 00195: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0098 - val_acc: 0.6986
Epoch 197/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0040 - acc: 0.7057Epoch 00196: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7062 - val_loss: 0.0104 - val_acc: 0.6986
Epoch 198/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0039 - acc: 0.7077Epoch 00197: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7062 - val_loss: 0.0098 - val_acc: 0.6986
Epoch 199/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0039 - acc: 0.7057Epoch 00198: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7050 - val_loss: 0.0105 - val_acc: 0.6986
Epoch 200/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0039 - acc: 0.7005Epoch 00199: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.6998 - val_loss: 0.0099 - val_acc: 0.6963
Epoch 201/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0039 - acc: 0.7070Epoch 00200: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7039 - val_loss: 0.0095 - val_acc: 0.6986
Epoch 202/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0039 - acc: 0.7012Epoch 00201: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.6998 - val_loss: 0.0104 - val_acc: 0.6986
Epoch 203/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0038 - acc: 0.7096Epoch 00202: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7044 - val_loss: 0.0107 - val_acc: 0.6986
Epoch 204/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0039 - acc: 0.7038Epoch 00203: val_loss improved from 0.00904 to 0.00868, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7027 - val_loss: 0.0087 - val_acc: 0.6986
Epoch 205/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0040 - acc: 0.7044Epoch 00204: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7056 - val_loss: 0.0101 - val_acc: 0.6963
Epoch 206/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0039 - acc: 0.7012Epoch 00205: val_loss improved from 0.00868 to 0.00845, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7033 - val_loss: 0.0085 - val_acc: 0.6986
Epoch 207/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0038 - acc: 0.6960Epoch 00206: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7004 - val_loss: 0.0089 - val_acc: 0.6963
Epoch 208/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0039 - acc: 0.7018Epoch 00207: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7039 - val_loss: 0.0109 - val_acc: 0.6963
Epoch 209/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0039 - acc: 0.7064Epoch 00208: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0039 - acc: 0.7056 - val_loss: 0.0089 - val_acc: 0.6963
Epoch 210/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0038 - acc: 0.7057Epoch 00209: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7074 - val_loss: 0.0086 - val_acc: 0.6986
Epoch 211/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0038 - acc: 0.7070Epoch 00210: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7062 - val_loss: 0.0094 - val_acc: 0.6963
Epoch 212/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0037 - acc: 0.7025Epoch 00211: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7044 - val_loss: 0.0088 - val_acc: 0.6986
Epoch 213/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0037 - acc: 0.7025Epoch 00212: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7044 - val_loss: 0.0093 - val_acc: 0.6963
Epoch 214/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0037 - acc: 0.7083Epoch 00213: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7033 - val_loss: 0.0085 - val_acc: 0.6963
Epoch 215/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0037 - acc: 0.7083Epoch 00214: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7044 - val_loss: 0.0087 - val_acc: 0.6963
Epoch 216/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0037 - acc: 0.7109Epoch 00215: val_loss improved from 0.00845 to 0.00731, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7103 - val_loss: 0.0073 - val_acc: 0.6963
Epoch 217/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0037 - acc: 0.7064Epoch 00216: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7056 - val_loss: 0.0094 - val_acc: 0.6963
Epoch 218/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0037 - acc: 0.7031Epoch 00217: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7039 - val_loss: 0.0083 - val_acc: 0.6963
Epoch 219/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0037 - acc: 0.7025Epoch 00218: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7056 - val_loss: 0.0082 - val_acc: 0.6963
Epoch 220/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0037 - acc: 0.7122Epoch 00219: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7091 - val_loss: 0.0092 - val_acc: 0.6963
Epoch 221/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0037 - acc: 0.7116Epoch 00220: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0038 - acc: 0.7085 - val_loss: 0.0074 - val_acc: 0.6963
Epoch 222/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0037 - acc: 0.7051Epoch 00221: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7044 - val_loss: 0.0100 - val_acc: 0.6963
Epoch 223/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0037 - acc: 0.7077Epoch 00222: val_loss improved from 0.00731 to 0.00709, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7074 - val_loss: 0.0071 - val_acc: 0.6963
Epoch 224/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0037 - acc: 0.7083Epoch 00223: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0037 - acc: 0.7085 - val_loss: 0.0091 - val_acc: 0.6963
Epoch 225/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0036 - acc: 0.7083Epoch 00224: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7062 - val_loss: 0.0076 - val_acc: 0.6963
Epoch 226/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0036 - acc: 0.7051Epoch 00225: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7056 - val_loss: 0.0079 - val_acc: 0.6963
Epoch 227/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0035 - acc: 0.7129Epoch 00226: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7085 - val_loss: 0.0074 - val_acc: 0.6963
Epoch 228/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0036 - acc: 0.7090Epoch 00227: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0036 - acc: 0.7120 - val_loss: 0.0090 - val_acc: 0.6963
Epoch 229/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0035 - acc: 0.7129Epoch 00228: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7103 - val_loss: 0.0076 - val_acc: 0.6963
Epoch 230/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0035 - acc: 0.7090Epoch 00229: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7033 - val_loss: 0.0080 - val_acc: 0.6963
Epoch 231/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0035 - acc: 0.7012Epoch 00230: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7044 - val_loss: 0.0078 - val_acc: 0.6963
Epoch 232/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0035 - acc: 0.7096Epoch 00231: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7068 - val_loss: 0.0074 - val_acc: 0.6963
Epoch 233/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0035 - acc: 0.6999Epoch 00232: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7044 - val_loss: 0.0082 - val_acc: 0.6963
Epoch 234/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0034 - acc: 0.7148Epoch 00233: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7103 - val_loss: 0.0072 - val_acc: 0.6963
Epoch 235/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0034 - acc: 0.7025Epoch 00234: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7062 - val_loss: 0.0075 - val_acc: 0.6986
Epoch 236/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0034 - acc: 0.7064Epoch 00235: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7079 - val_loss: 0.0072 - val_acc: 0.6963
Epoch 237/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0035 - acc: 0.7129Epoch 00236: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7120 - val_loss: 0.0085 - val_acc: 0.7033
Epoch 238/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0035 - acc: 0.6999Epoch 00237: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7091 - val_loss: 0.0071 - val_acc: 0.7009
Epoch 239/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0034 - acc: 0.7012Epoch 00238: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0035 - acc: 0.7027 - val_loss: 0.0078 - val_acc: 0.6986
Epoch 240/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0034 - acc: 0.7044Epoch 00239: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7079 - val_loss: 0.0082 - val_acc: 0.7079
Epoch 241/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0033 - acc: 0.7116Epoch 00240: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7062 - val_loss: 0.0078 - val_acc: 0.6986
Epoch 242/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0034 - acc: 0.7038Epoch 00241: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7027 - val_loss: 0.0073 - val_acc: 0.6986
Epoch 243/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0035 - acc: 0.7044Epoch 00242: val_loss improved from 0.00709 to 0.00637, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7109 - val_loss: 0.0064 - val_acc: 0.6986
Epoch 244/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0034 - acc: 0.7103Epoch 00243: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7097 - val_loss: 0.0080 - val_acc: 0.7033
Epoch 245/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0034 - acc: 0.7057Epoch 00244: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0034 - acc: 0.7050 - val_loss: 0.0081 - val_acc: 0.6986
Epoch 246/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0033 - acc: 0.7025Epoch 00245: val_loss improved from 0.00637 to 0.00633, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7085 - val_loss: 0.0063 - val_acc: 0.7009
Epoch 247/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0033 - acc: 0.7051Epoch 00246: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7097 - val_loss: 0.0076 - val_acc: 0.7009
Epoch 248/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0033 - acc: 0.7096Epoch 00247: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7109 - val_loss: 0.0077 - val_acc: 0.7033
Epoch 249/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0033 - acc: 0.7044Epoch 00248: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7015 - val_loss: 0.0073 - val_acc: 0.6986
Epoch 250/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0033 - acc: 0.7103Epoch 00249: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7091 - val_loss: 0.0072 - val_acc: 0.6963
Epoch 251/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0032 - acc: 0.7161Epoch 00250: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7109 - val_loss: 0.0077 - val_acc: 0.6986
Epoch 252/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0032 - acc: 0.7129Epoch 00251: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7050 - val_loss: 0.0088 - val_acc: 0.7033
Epoch 253/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0033 - acc: 0.7064Epoch 00252: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0033 - acc: 0.7091 - val_loss: 0.0074 - val_acc: 0.7033
Epoch 254/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0031 - acc: 0.7051Epoch 00253: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7056 - val_loss: 0.0065 - val_acc: 0.7009
Epoch 255/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0032 - acc: 0.7116Epoch 00254: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7109 - val_loss: 0.0071 - val_acc: 0.7009
Epoch 256/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0032 - acc: 0.7116Epoch 00255: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7103 - val_loss: 0.0065 - val_acc: 0.7009
Epoch 257/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0031 - acc: 0.7122Epoch 00256: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0032 - acc: 0.7103 - val_loss: 0.0065 - val_acc: 0.6986
Epoch 258/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0032 - acc: 0.7077Epoch 00257: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7091 - val_loss: 0.0075 - val_acc: 0.7056
Epoch 259/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0031 - acc: 0.7057Epoch 00258: val_loss improved from 0.00633 to 0.00625, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7097 - val_loss: 0.0062 - val_acc: 0.7033
Epoch 260/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0031 - acc: 0.7070Epoch 00259: val_loss improved from 0.00625 to 0.00614, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7033 - val_loss: 0.0061 - val_acc: 0.7056
Epoch 261/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0031 - acc: 0.7070Epoch 00260: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7050 - val_loss: 0.0070 - val_acc: 0.7079
Epoch 262/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0030 - acc: 0.7096Epoch 00261: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7085 - val_loss: 0.0077 - val_acc: 0.7033
Epoch 263/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0031 - acc: 0.7083Epoch 00262: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7062 - val_loss: 0.0069 - val_acc: 0.7033
Epoch 264/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0031 - acc: 0.6999Epoch 00263: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7068 - val_loss: 0.0065 - val_acc: 0.7009
Epoch 265/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0031 - acc: 0.7227Epoch 00264: val_loss improved from 0.00614 to 0.00605, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7161 - val_loss: 0.0060 - val_acc: 0.7056
Epoch 266/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0030 - acc: 0.7090Epoch 00265: val_loss improved from 0.00605 to 0.00540, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7068 - val_loss: 0.0054 - val_acc: 0.7009
Epoch 267/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0031 - acc: 0.7109Epoch 00266: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7126 - val_loss: 0.0066 - val_acc: 0.7079
Epoch 268/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0030 - acc: 0.7031Epoch 00267: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7074 - val_loss: 0.0078 - val_acc: 0.7126
Epoch 269/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0031 - acc: 0.7122Epoch 00268: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0031 - acc: 0.7103 - val_loss: 0.0070 - val_acc: 0.7150
Epoch 270/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0030 - acc: 0.7025Epoch 00269: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7044 - val_loss: 0.0060 - val_acc: 0.7056
Epoch 271/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0029 - acc: 0.7142Epoch 00270: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7097 - val_loss: 0.0064 - val_acc: 0.7173
Epoch 272/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0030 - acc: 0.7103Epoch 00271: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7050 - val_loss: 0.0071 - val_acc: 0.7126
Epoch 273/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0030 - acc: 0.7064Epoch 00272: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0030 - acc: 0.7050 - val_loss: 0.0074 - val_acc: 0.7103
Epoch 274/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0029 - acc: 0.7057Epoch 00273: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7079 - val_loss: 0.0064 - val_acc: 0.7103
Epoch 275/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0030 - acc: 0.6979Epoch 00274: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7039 - val_loss: 0.0059 - val_acc: 0.7009
Epoch 276/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0029 - acc: 0.7103Epoch 00275: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7085 - val_loss: 0.0061 - val_acc: 0.7079
Epoch 277/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0029 - acc: 0.7096Epoch 00276: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7109 - val_loss: 0.0074 - val_acc: 0.7056
Epoch 278/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0029 - acc: 0.7188Epoch 00277: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7138 - val_loss: 0.0073 - val_acc: 0.7103
Epoch 279/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0029 - acc: 0.7122Epoch 00278: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7068 - val_loss: 0.0069 - val_acc: 0.7126
Epoch 280/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0029 - acc: 0.7064Epoch 00279: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7056 - val_loss: 0.0059 - val_acc: 0.7103
Epoch 281/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0029 - acc: 0.7135Epoch 00280: val_loss improved from 0.00540 to 0.00530, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7144 - val_loss: 0.0053 - val_acc: 0.7150
Epoch 282/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0029 - acc: 0.7103Epoch 00281: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7074 - val_loss: 0.0066 - val_acc: 0.7173
Epoch 283/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0029 - acc: 0.7148Epoch 00282: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7138 - val_loss: 0.0079 - val_acc: 0.7103
Epoch 284/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0029 - acc: 0.7090Epoch 00283: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7109 - val_loss: 0.0058 - val_acc: 0.7079
Epoch 285/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0028 - acc: 0.7077Epoch 00284: val_loss improved from 0.00530 to 0.00490, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7027 - val_loss: 0.0049 - val_acc: 0.7103
Epoch 286/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0029 - acc: 0.7181Epoch 00285: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0029 - acc: 0.7132 - val_loss: 0.0071 - val_acc: 0.7150
Epoch 287/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0028 - acc: 0.7044Epoch 00286: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0028 - acc: 0.7009 - val_loss: 0.0058 - val_acc: 0.7126
Epoch 288/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0027 - acc: 0.7194Epoch 00287: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7161 - val_loss: 0.0058 - val_acc: 0.7126
Epoch 289/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0027 - acc: 0.7044Epoch 00288: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7079 - val_loss: 0.0058 - val_acc: 0.7173
Epoch 290/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0027 - acc: 0.7109Epoch 00289: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7144 - val_loss: 0.0060 - val_acc: 0.7103
Epoch 291/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0027 - acc: 0.7188Epoch 00290: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7167 - val_loss: 0.0055 - val_acc: 0.7103
Epoch 292/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0026 - acc: 0.7122Epoch 00291: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7103 - val_loss: 0.0057 - val_acc: 0.7126
Epoch 293/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0027 - acc: 0.7064Epoch 00292: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7097 - val_loss: 0.0052 - val_acc: 0.7126
Epoch 294/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0027 - acc: 0.7161Epoch 00293: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7161 - val_loss: 0.0054 - val_acc: 0.7196
Epoch 295/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0027 - acc: 0.7135Epoch 00294: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7085 - val_loss: 0.0055 - val_acc: 0.7103
Epoch 296/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0027 - acc: 0.7142Epoch 00295: val_loss improved from 0.00490 to 0.00483, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0027 - acc: 0.7190 - val_loss: 0.0048 - val_acc: 0.7079
Epoch 297/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0026 - acc: 0.7168Epoch 00296: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7179 - val_loss: 0.0053 - val_acc: 0.7103
Epoch 298/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0026 - acc: 0.7090Epoch 00297: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7120 - val_loss: 0.0052 - val_acc: 0.7103
Epoch 299/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0026 - acc: 0.7044Epoch 00298: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7074 - val_loss: 0.0053 - val_acc: 0.7126
Epoch 300/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0026 - acc: 0.7188Epoch 00299: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7138 - val_loss: 0.0052 - val_acc: 0.7150
Epoch 301/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0026 - acc: 0.7259Epoch 00300: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7220 - val_loss: 0.0053 - val_acc: 0.7126
Epoch 302/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0026 - acc: 0.7135Epoch 00301: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7132 - val_loss: 0.0052 - val_acc: 0.7150
Epoch 303/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0025 - acc: 0.7207Epoch 00302: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7173 - val_loss: 0.0052 - val_acc: 0.7243
Epoch 304/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0025 - acc: 0.7051Epoch 00303: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0026 - acc: 0.7068 - val_loss: 0.0052 - val_acc: 0.7103
Epoch 305/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0026 - acc: 0.7077Epoch 00304: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7079 - val_loss: 0.0053 - val_acc: 0.7173
Epoch 306/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0025 - acc: 0.6992Epoch 00305: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7079 - val_loss: 0.0053 - val_acc: 0.7150
Epoch 307/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0025 - acc: 0.7155Epoch 00306: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7179 - val_loss: 0.0051 - val_acc: 0.7150
Epoch 308/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0024 - acc: 0.7155Epoch 00307: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7144 - val_loss: 0.0057 - val_acc: 0.7126
Epoch 309/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0024 - acc: 0.7194Epoch 00308: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7161 - val_loss: 0.0057 - val_acc: 0.7173
Epoch 310/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0025 - acc: 0.7103Epoch 00309: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7132 - val_loss: 0.0056 - val_acc: 0.7103
Epoch 311/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0025 - acc: 0.7116Epoch 00310: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7179 - val_loss: 0.0054 - val_acc: 0.7407
Epoch 312/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0024 - acc: 0.7279Epoch 00311: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7261 - val_loss: 0.0055 - val_acc: 0.7243
Epoch 313/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0025 - acc: 0.7194Epoch 00312: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0025 - acc: 0.7196 - val_loss: 0.0049 - val_acc: 0.7126
Epoch 314/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0024 - acc: 0.7142Epoch 00313: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7202 - val_loss: 0.0050 - val_acc: 0.7079
Epoch 315/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0024 - acc: 0.7305Epoch 00314: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7261 - val_loss: 0.0051 - val_acc: 0.7336
Epoch 316/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0024 - acc: 0.7168Epoch 00315: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7120 - val_loss: 0.0050 - val_acc: 0.7126
Epoch 317/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0024 - acc: 0.7188Epoch 00316: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0024 - acc: 0.7179 - val_loss: 0.0050 - val_acc: 0.7173
Epoch 318/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0024 - acc: 0.7266Epoch 00317: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7185 - val_loss: 0.0052 - val_acc: 0.7220
Epoch 319/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0023 - acc: 0.7161Epoch 00318: val_loss improved from 0.00483 to 0.00425, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7179 - val_loss: 0.0043 - val_acc: 0.7079
Epoch 320/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0024 - acc: 0.7279Epoch 00319: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7179 - val_loss: 0.0051 - val_acc: 0.7243
Epoch 321/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0023 - acc: 0.7220Epoch 00320: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7237 - val_loss: 0.0053 - val_acc: 0.7150
Epoch 322/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0023 - acc: 0.7240Epoch 00321: val_loss improved from 0.00425 to 0.00413, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7301 - val_loss: 0.0041 - val_acc: 0.7126
Epoch 323/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0023 - acc: 0.7253Epoch 00322: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7290 - val_loss: 0.0042 - val_acc: 0.7173
Epoch 324/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0022 - acc: 0.7266Epoch 00323: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7272 - val_loss: 0.0048 - val_acc: 0.7079
Epoch 325/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0022 - acc: 0.7227Epoch 00324: val_loss improved from 0.00413 to 0.00405, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7185 - val_loss: 0.0041 - val_acc: 0.7196
Epoch 326/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0023 - acc: 0.7227Epoch 00325: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7243 - val_loss: 0.0041 - val_acc: 0.7103
Epoch 327/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0023 - acc: 0.7318Epoch 00326: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0023 - acc: 0.7243 - val_loss: 0.0046 - val_acc: 0.7103
Epoch 328/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0022 - acc: 0.7305Epoch 00327: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7290 - val_loss: 0.0044 - val_acc: 0.7150
Epoch 329/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0022 - acc: 0.7305Epoch 00328: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7266 - val_loss: 0.0051 - val_acc: 0.7220
Epoch 330/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0022 - acc: 0.7194Epoch 00329: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7214 - val_loss: 0.0053 - val_acc: 0.7313
Epoch 331/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0021 - acc: 0.7214Epoch 00330: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7220 - val_loss: 0.0054 - val_acc: 0.7173
Epoch 332/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0022 - acc: 0.7207Epoch 00331: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7208 - val_loss: 0.0046 - val_acc: 0.7266
Epoch 333/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0022 - acc: 0.7311Epoch 00332: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0022 - acc: 0.7272 - val_loss: 0.0043 - val_acc: 0.7407
Epoch 334/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0022 - acc: 0.7311Epoch 00333: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7243 - val_loss: 0.0044 - val_acc: 0.7196
Epoch 335/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0021 - acc: 0.7285Epoch 00334: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7278 - val_loss: 0.0048 - val_acc: 0.7290
Epoch 336/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0021 - acc: 0.7266Epoch 00335: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7284 - val_loss: 0.0041 - val_acc: 0.7266
Epoch 337/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0021 - acc: 0.7311Epoch 00336: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7307 - val_loss: 0.0042 - val_acc: 0.7360
Epoch 338/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0021 - acc: 0.7227Epoch 00337: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7278 - val_loss: 0.0050 - val_acc: 0.7407
Epoch 339/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0021 - acc: 0.7435Epoch 00338: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7407 - val_loss: 0.0050 - val_acc: 0.7593
Epoch 340/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0021 - acc: 0.7305Epoch 00339: val_loss improved from 0.00405 to 0.00395, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7319 - val_loss: 0.0039 - val_acc: 0.7266
Epoch 341/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0021 - acc: 0.7318Epoch 00340: val_loss improved from 0.00395 to 0.00383, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7290 - val_loss: 0.0038 - val_acc: 0.7430
Epoch 342/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0021 - acc: 0.7337Epoch 00341: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7336 - val_loss: 0.0043 - val_acc: 0.7407
Epoch 343/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0021 - acc: 0.7474Epoch 00342: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7447 - val_loss: 0.0045 - val_acc: 0.7593
Epoch 344/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0021 - acc: 0.7422Epoch 00343: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7389 - val_loss: 0.0057 - val_acc: 0.7640
Epoch 345/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0021 - acc: 0.7318Epoch 00344: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7342 - val_loss: 0.0057 - val_acc: 0.7407
Epoch 346/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0022 - acc: 0.7292Epoch 00345: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0021 - acc: 0.7325 - val_loss: 0.0058 - val_acc: 0.7407
Epoch 347/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0020 - acc: 0.7337Epoch 00346: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7325 - val_loss: 0.0045 - val_acc: 0.7593
Epoch 348/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0021 - acc: 0.7383Epoch 00347: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7401 - val_loss: 0.0040 - val_acc: 0.7477
Epoch 349/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0019 - acc: 0.7461Epoch 00348: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7389 - val_loss: 0.0046 - val_acc: 0.7500
Epoch 350/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0020 - acc: 0.7298Epoch 00349: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7307 - val_loss: 0.0044 - val_acc: 0.7687
Epoch 351/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0020 - acc: 0.7298Epoch 00350: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7377 - val_loss: 0.0043 - val_acc: 0.7547
Epoch 352/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0020 - acc: 0.7298Epoch 00351: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0020 - acc: 0.7348 - val_loss: 0.0044 - val_acc: 0.7477
Epoch 353/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0019 - acc: 0.7161Epoch 00352: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7231 - val_loss: 0.0040 - val_acc: 0.7617
Epoch 354/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0019 - acc: 0.7363Epoch 00353: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7377 - val_loss: 0.0044 - val_acc: 0.7617
Epoch 355/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0019 - acc: 0.7350Epoch 00354: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7348 - val_loss: 0.0048 - val_acc: 0.7407
Epoch 356/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0019 - acc: 0.7396Epoch 00355: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7407 - val_loss: 0.0046 - val_acc: 0.7407
Epoch 357/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0019 - acc: 0.7357Epoch 00356: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7395 - val_loss: 0.0042 - val_acc: 0.7547
Epoch 358/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0018 - acc: 0.7344Epoch 00357: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7389 - val_loss: 0.0045 - val_acc: 0.7593
Epoch 359/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0019 - acc: 0.7415Epoch 00358: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7412 - val_loss: 0.0042 - val_acc: 0.7710
Epoch 360/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0019 - acc: 0.7357Epoch 00359: val_loss improved from 0.00383 to 0.00383, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7377 - val_loss: 0.0038 - val_acc: 0.7523
Epoch 361/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0019 - acc: 0.7461Epoch 00360: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7512 - val_loss: 0.0039 - val_acc: 0.7523
Epoch 362/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0019 - acc: 0.7513Epoch 00361: val_loss improved from 0.00383 to 0.00369, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0019 - acc: 0.7500 - val_loss: 0.0037 - val_acc: 0.7710
Epoch 363/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0018 - acc: 0.7435Epoch 00362: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7465 - val_loss: 0.0040 - val_acc: 0.7640
Epoch 364/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0019 - acc: 0.7376Epoch 00363: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7395 - val_loss: 0.0038 - val_acc: 0.7336
Epoch 365/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0018 - acc: 0.7422Epoch 00364: val_loss improved from 0.00369 to 0.00358, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7430 - val_loss: 0.0036 - val_acc: 0.7617
Epoch 366/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0019 - acc: 0.7396Epoch 00365: val_loss improved from 0.00358 to 0.00311, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7447 - val_loss: 0.0031 - val_acc: 0.7593
Epoch 367/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0018 - acc: 0.7441Epoch 00366: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7471 - val_loss: 0.0034 - val_acc: 0.7453
Epoch 368/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0018 - acc: 0.7428Epoch 00367: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7412 - val_loss: 0.0035 - val_acc: 0.7710
Epoch 369/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0018 - acc: 0.7357Epoch 00368: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7407 - val_loss: 0.0039 - val_acc: 0.7710
Epoch 370/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0018 - acc: 0.7441Epoch 00369: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7459 - val_loss: 0.0040 - val_acc: 0.7664
Epoch 371/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0017 - acc: 0.7441Epoch 00370: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7430 - val_loss: 0.0036 - val_acc: 0.7523
Epoch 372/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0017 - acc: 0.7513Epoch 00371: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7523 - val_loss: 0.0036 - val_acc: 0.7734
Epoch 373/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0018 - acc: 0.7376Epoch 00372: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7407 - val_loss: 0.0040 - val_acc: 0.7734
Epoch 374/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0017 - acc: 0.7520Epoch 00373: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7506 - val_loss: 0.0038 - val_acc: 0.7500
Epoch 375/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0018 - acc: 0.7389Epoch 00374: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7447 - val_loss: 0.0039 - val_acc: 0.7336
Epoch 376/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0017 - acc: 0.7565Epoch 00375: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7617 - val_loss: 0.0037 - val_acc: 0.7313
Epoch 377/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0017 - acc: 0.7507Epoch 00376: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7547 - val_loss: 0.0037 - val_acc: 0.7664
Epoch 378/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0017 - acc: 0.7415Epoch 00377: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7436 - val_loss: 0.0039 - val_acc: 0.7734
Epoch 379/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0017 - acc: 0.7487Epoch 00378: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7518 - val_loss: 0.0039 - val_acc: 0.7827
Epoch 380/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0017 - acc: 0.7604Epoch 00379: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7623 - val_loss: 0.0048 - val_acc: 0.7874
Epoch 381/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0018 - acc: 0.7572Epoch 00380: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7593 - val_loss: 0.0047 - val_acc: 0.7991
Epoch 382/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0018 - acc: 0.7409Epoch 00381: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0018 - acc: 0.7447 - val_loss: 0.0042 - val_acc: 0.7734
Epoch 383/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0017 - acc: 0.7409Epoch 00382: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7424 - val_loss: 0.0040 - val_acc: 0.7757
Epoch 384/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0017 - acc: 0.7572Epoch 00383: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7570 - val_loss: 0.0040 - val_acc: 0.7804
Epoch 385/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0017 - acc: 0.7565Epoch 00384: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7576 - val_loss: 0.0041 - val_acc: 0.7593
Epoch 386/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0017 - acc: 0.7572Epoch 00385: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7582 - val_loss: 0.0039 - val_acc: 0.7804
Epoch 387/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0016 - acc: 0.7650Epoch 00386: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7593 - val_loss: 0.0033 - val_acc: 0.7804
Epoch 388/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0016 - acc: 0.7598Epoch 00387: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7588 - val_loss: 0.0032 - val_acc: 0.7640
Epoch 389/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0016 - acc: 0.7591Epoch 00388: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0017 - acc: 0.7629 - val_loss: 0.0034 - val_acc: 0.7640
Epoch 390/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0016 - acc: 0.7546Epoch 00389: val_loss improved from 0.00311 to 0.00311, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7582 - val_loss: 0.0031 - val_acc: 0.7664
Epoch 391/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0016 - acc: 0.7650Epoch 00390: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7547 - val_loss: 0.0036 - val_acc: 0.7944
Epoch 392/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0016 - acc: 0.7741Epoch 00391: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7728 - val_loss: 0.0034 - val_acc: 0.7757
Epoch 393/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0016 - acc: 0.7520Epoch 00392: val_loss improved from 0.00311 to 0.00279, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7605 - val_loss: 0.0028 - val_acc: 0.7874
Epoch 394/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0016 - acc: 0.7552Epoch 00393: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7558 - val_loss: 0.0029 - val_acc: 0.7850
Epoch 395/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0016 - acc: 0.7507Epoch 00394: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7482 - val_loss: 0.0031 - val_acc: 0.7874
Epoch 396/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0016 - acc: 0.7565Epoch 00395: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7558 - val_loss: 0.0037 - val_acc: 0.7710
Epoch 397/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0015 - acc: 0.7533Epoch 00396: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7535 - val_loss: 0.0038 - val_acc: 0.7640
Epoch 398/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0016 - acc: 0.7585Epoch 00397: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0016 - acc: 0.7605 - val_loss: 0.0030 - val_acc: 0.7664
Epoch 399/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0015 - acc: 0.7643Epoch 00398: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7693 - val_loss: 0.0032 - val_acc: 0.7804
Epoch 400/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0015 - acc: 0.7682Epoch 00399: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7652 - val_loss: 0.0033 - val_acc: 0.7850
Epoch 401/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0015 - acc: 0.7715Epoch 00400: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7681 - val_loss: 0.0043 - val_acc: 0.7734
Epoch 402/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0015 - acc: 0.7637Epoch 00401: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7646 - val_loss: 0.0040 - val_acc: 0.7780
Epoch 403/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0015 - acc: 0.7598Epoch 00402: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7588 - val_loss: 0.0035 - val_acc: 0.7757
Epoch 404/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0015 - acc: 0.7650Epoch 00403: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7669 - val_loss: 0.0033 - val_acc: 0.7804
Epoch 405/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0015 - acc: 0.7617Epoch 00404: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7629 - val_loss: 0.0032 - val_acc: 0.7757
Epoch 406/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0015 - acc: 0.7637Epoch 00405: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7669 - val_loss: 0.0029 - val_acc: 0.7780
Epoch 407/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0015 - acc: 0.7650Epoch 00406: val_loss improved from 0.00279 to 0.00262, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7652 - val_loss: 0.0026 - val_acc: 0.7827
Epoch 408/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0015 - acc: 0.7604Epoch 00407: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7541 - val_loss: 0.0030 - val_acc: 0.7921
Epoch 409/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0015 - acc: 0.7669Epoch 00408: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7681 - val_loss: 0.0030 - val_acc: 0.7897
Epoch 410/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0015 - acc: 0.7493Epoch 00409: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7588 - val_loss: 0.0031 - val_acc: 0.7827
Epoch 411/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0015 - acc: 0.7819Epoch 00410: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7804 - val_loss: 0.0038 - val_acc: 0.7897
Epoch 412/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0016 - acc: 0.7539Epoch 00411: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7629 - val_loss: 0.0038 - val_acc: 0.7757
Epoch 413/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0015 - acc: 0.7630Epoch 00412: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7669 - val_loss: 0.0042 - val_acc: 0.7944
Epoch 414/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0015 - acc: 0.7643Epoch 00413: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7629 - val_loss: 0.0032 - val_acc: 0.7967
Epoch 415/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0015 - acc: 0.7663Epoch 00414: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7699 - val_loss: 0.0035 - val_acc: 0.7827
Epoch 416/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0015 - acc: 0.7760Epoch 00415: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7699 - val_loss: 0.0029 - val_acc: 0.7874
Epoch 417/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0014 - acc: 0.7643Epoch 00416: val_loss improved from 0.00262 to 0.00246, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7652 - val_loss: 0.0025 - val_acc: 0.7827
Epoch 418/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0015 - acc: 0.7643Epoch 00417: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0015 - acc: 0.7640 - val_loss: 0.0027 - val_acc: 0.7874
Epoch 419/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0015 - acc: 0.7806Epoch 00418: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7786 - val_loss: 0.0031 - val_acc: 0.7921
Epoch 420/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0014 - acc: 0.7878Epoch 00419: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7786 - val_loss: 0.0031 - val_acc: 0.7850
Epoch 421/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0014 - acc: 0.7624Epoch 00420: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7652 - val_loss: 0.0034 - val_acc: 0.8014
Epoch 422/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0014 - acc: 0.7734Epoch 00421: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7716 - val_loss: 0.0035 - val_acc: 0.7897
Epoch 423/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0014 - acc: 0.7773Epoch 00422: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7699 - val_loss: 0.0032 - val_acc: 0.7593
Epoch 424/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0014 - acc: 0.7695Epoch 00423: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7658 - val_loss: 0.0036 - val_acc: 0.7921
Epoch 425/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0014 - acc: 0.7773Epoch 00424: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7745 - val_loss: 0.0034 - val_acc: 0.8084
Epoch 426/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0014 - acc: 0.7773Epoch 00425: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7751 - val_loss: 0.0028 - val_acc: 0.7850
Epoch 427/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0013 - acc: 0.7845Epoch 00426: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7850 - val_loss: 0.0030 - val_acc: 0.8037
Epoch 428/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0013 - acc: 0.7695Epoch 00427: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7745 - val_loss: 0.0031 - val_acc: 0.7921
Epoch 429/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0014 - acc: 0.7617Epoch 00428: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7669 - val_loss: 0.0032 - val_acc: 0.7850
Epoch 430/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0013 - acc: 0.7839Epoch 00429: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7792 - val_loss: 0.0029 - val_acc: 0.7967
Epoch 431/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0013 - acc: 0.7721Epoch 00430: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7704 - val_loss: 0.0029 - val_acc: 0.7850
Epoch 432/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0013 - acc: 0.7741Epoch 00431: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7769 - val_loss: 0.0030 - val_acc: 0.7897
Epoch 433/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0013 - acc: 0.7819Epoch 00432: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7775 - val_loss: 0.0033 - val_acc: 0.7850
Epoch 434/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0013 - acc: 0.7812Epoch 00433: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7850 - val_loss: 0.0032 - val_acc: 0.7991
Epoch 435/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0013 - acc: 0.7832Epoch 00434: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7845 - val_loss: 0.0027 - val_acc: 0.7897
Epoch 436/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0013 - acc: 0.7773Epoch 00435: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7734 - val_loss: 0.0036 - val_acc: 0.8037
Epoch 437/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0014 - acc: 0.7865Epoch 00436: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0014 - acc: 0.7856 - val_loss: 0.0035 - val_acc: 0.7827
Epoch 438/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0013 - acc: 0.7786Epoch 00437: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7792 - val_loss: 0.0031 - val_acc: 0.7921
Epoch 439/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0013 - acc: 0.7786Epoch 00438: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7757 - val_loss: 0.0032 - val_acc: 0.7897
Epoch 440/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0013 - acc: 0.7695Epoch 00439: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7716 - val_loss: 0.0037 - val_acc: 0.8107
Epoch 441/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0013 - acc: 0.7598Epoch 00440: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7634 - val_loss: 0.0034 - val_acc: 0.8084
Epoch 442/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0013 - acc: 0.7852Epoch 00441: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7810 - val_loss: 0.0032 - val_acc: 0.8037
Epoch 443/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0013 - acc: 0.7734Epoch 00442: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7798 - val_loss: 0.0030 - val_acc: 0.8084
Epoch 444/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0012 - acc: 0.7773Epoch 00443: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7745 - val_loss: 0.0030 - val_acc: 0.8154
Epoch 445/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0013 - acc: 0.7812Epoch 00444: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7792 - val_loss: 0.0033 - val_acc: 0.7991
Epoch 446/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0013 - acc: 0.7799Epoch 00445: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7833 - val_loss: 0.0029 - val_acc: 0.8084
Epoch 447/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0013 - acc: 0.7708Epoch 00446: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7710 - val_loss: 0.0026 - val_acc: 0.7850
Epoch 448/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0013 - acc: 0.7786Epoch 00447: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7792 - val_loss: 0.0027 - val_acc: 0.8131
Epoch 449/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0012 - acc: 0.7819Epoch 00448: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7850 - val_loss: 0.0028 - val_acc: 0.8014
Epoch 450/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0012 - acc: 0.7878Epoch 00449: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7909 - val_loss: 0.0033 - val_acc: 0.8131
Epoch 451/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0012 - acc: 0.7852Epoch 00450: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7886 - val_loss: 0.0031 - val_acc: 0.7921
Epoch 452/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0012 - acc: 0.8001Epoch 00451: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7950 - val_loss: 0.0028 - val_acc: 0.7897
Epoch 453/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0012 - acc: 0.7845Epoch 00452: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7833 - val_loss: 0.0029 - val_acc: 0.7991
Epoch 454/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0012 - acc: 0.7845Epoch 00453: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7856 - val_loss: 0.0030 - val_acc: 0.7944
Epoch 455/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0012 - acc: 0.7832Epoch 00454: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7856 - val_loss: 0.0028 - val_acc: 0.7967
Epoch 456/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0012 - acc: 0.7897Epoch 00455: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7874 - val_loss: 0.0026 - val_acc: 0.7921
Epoch 457/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0012 - acc: 0.7917Epoch 00456: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7886 - val_loss: 0.0038 - val_acc: 0.8178
Epoch 458/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0013 - acc: 0.7878Epoch 00457: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7827 - val_loss: 0.0038 - val_acc: 0.8037
Epoch 459/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0013 - acc: 0.7891Epoch 00458: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7868 - val_loss: 0.0038 - val_acc: 0.8107
Epoch 460/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0013 - acc: 0.7917Epoch 00459: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7915 - val_loss: 0.0036 - val_acc: 0.8154
Epoch 461/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0013 - acc: 0.7754Epoch 00460: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0013 - acc: 0.7775 - val_loss: 0.0029 - val_acc: 0.7967
Epoch 462/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0012 - acc: 0.7812Epoch 00461: val_loss improved from 0.00246 to 0.00233, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7821 - val_loss: 0.0023 - val_acc: 0.8061
Epoch 463/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0012 - acc: 0.7910Epoch 00462: val_loss improved from 0.00233 to 0.00229, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7944 - val_loss: 0.0023 - val_acc: 0.8014
Epoch 464/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0012 - acc: 0.8001Epoch 00463: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7961 - val_loss: 0.0024 - val_acc: 0.8224
Epoch 465/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0012 - acc: 0.7936Epoch 00464: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7932 - val_loss: 0.0026 - val_acc: 0.8178
Epoch 466/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0011 - acc: 0.7910Epoch 00465: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7915 - val_loss: 0.0023 - val_acc: 0.7897
Epoch 467/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0012 - acc: 0.8014Epoch 00466: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.8008 - val_loss: 0.0024 - val_acc: 0.8178
Epoch 468/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0011 - acc: 0.7975Epoch 00467: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7944 - val_loss: 0.0027 - val_acc: 0.7991
Epoch 469/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0011 - acc: 0.7936Epoch 00468: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7932 - val_loss: 0.0029 - val_acc: 0.7944
Epoch 470/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0012 - acc: 0.7858Epoch 00469: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7909 - val_loss: 0.0030 - val_acc: 0.8061
Epoch 471/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0012 - acc: 0.7793Epoch 00470: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7792 - val_loss: 0.0032 - val_acc: 0.8154
Epoch 472/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0012 - acc: 0.7917Epoch 00471: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0012 - acc: 0.7868 - val_loss: 0.0031 - val_acc: 0.7850
Epoch 473/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0011 - acc: 0.7962Epoch 00472: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7926 - val_loss: 0.0028 - val_acc: 0.8061
Epoch 474/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0011 - acc: 0.7956Epoch 00473: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7985 - val_loss: 0.0027 - val_acc: 0.8178
Epoch 475/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0011 - acc: 0.7975Epoch 00474: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7973 - val_loss: 0.0030 - val_acc: 0.8061
Epoch 476/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0011 - acc: 0.7962Epoch 00475: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7944 - val_loss: 0.0025 - val_acc: 0.8061
Epoch 477/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0011 - acc: 0.7969Epoch 00476: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7944 - val_loss: 0.0029 - val_acc: 0.7967
Epoch 478/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0011 - acc: 0.7917Epoch 00477: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7915 - val_loss: 0.0026 - val_acc: 0.8107
Epoch 479/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0011 - acc: 0.8001Epoch 00478: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7996 - val_loss: 0.0025 - val_acc: 0.8014
Epoch 480/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0011 - acc: 0.7982Epoch 00479: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7985 - val_loss: 0.0025 - val_acc: 0.8084
Epoch 481/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0011 - acc: 0.7956Epoch 00480: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7950 - val_loss: 0.0027 - val_acc: 0.8131
Epoch 482/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0011 - acc: 0.7917Epoch 00481: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7973 - val_loss: 0.0031 - val_acc: 0.8107
Epoch 483/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0011 - acc: 0.8079Epoch 00482: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.8049 - val_loss: 0.0030 - val_acc: 0.8178
Epoch 484/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0011 - acc: 0.7969Epoch 00483: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7921 - val_loss: 0.0034 - val_acc: 0.8107
Epoch 485/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0011 - acc: 0.7936Epoch 00484: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7932 - val_loss: 0.0033 - val_acc: 0.8154
Epoch 486/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0011 - acc: 0.7910Epoch 00485: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7938 - val_loss: 0.0030 - val_acc: 0.7967
Epoch 487/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0011 - acc: 0.7936Epoch 00486: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7961 - val_loss: 0.0028 - val_acc: 0.8201
Epoch 488/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0011 - acc: 0.7891Epoch 00487: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7903 - val_loss: 0.0024 - val_acc: 0.7991
Epoch 489/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0011 - acc: 0.8073Epoch 00488: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.8032 - val_loss: 0.0024 - val_acc: 0.8061
Epoch 490/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0010 - acc: 0.7956Epoch 00489: val_loss improved from 0.00229 to 0.00203, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7991 - val_loss: 0.0020 - val_acc: 0.8037
Epoch 491/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0011 - acc: 0.7910Epoch 00490: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.7891 - val_loss: 0.0020 - val_acc: 0.8061
Epoch 492/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0011 - acc: 0.8053Epoch 00491: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.8043 - val_loss: 0.0024 - val_acc: 0.8107
Epoch 493/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0010 - acc: 0.8060 Epoch 00492: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.8072 - val_loss: 0.0028 - val_acc: 0.8107
Epoch 494/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0010 - acc: 0.7956Epoch 00493: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7979 - val_loss: 0.0029 - val_acc: 0.8014
Epoch 495/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0011 - acc: 0.8145Epoch 00494: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0011 - acc: 0.8119 - val_loss: 0.0025 - val_acc: 0.8084
Epoch 496/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0010 - acc: 0.7930Epoch 00495: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7967 - val_loss: 0.0025 - val_acc: 0.8131
Epoch 497/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.9323e-04 - acc: 0.7995Epoch 00496: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7991 - val_loss: 0.0025 - val_acc: 0.7804
Epoch 498/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0010 - acc: 0.8073Epoch 00497: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.8072 - val_loss: 0.0023 - val_acc: 0.8107
Epoch 499/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0010 - acc: 0.8092Epoch 00498: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.8067 - val_loss: 0.0023 - val_acc: 0.7827
Epoch 500/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0010 - acc: 0.7962Epoch 00499: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7973 - val_loss: 0.0024 - val_acc: 0.8131
Epoch 501/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0010 - acc: 0.8099 Epoch 00500: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.8043 - val_loss: 0.0026 - val_acc: 0.7991
Epoch 502/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0010 - acc: 0.8021Epoch 00501: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.8020 - val_loss: 0.0026 - val_acc: 0.8084
Epoch 503/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0010 - acc: 0.8066 Epoch 00502: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.8043 - val_loss: 0.0024 - val_acc: 0.8084
Epoch 504/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.8868e-04 - acc: 0.8112Epoch 00503: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.8956e-04 - acc: 0.8102 - val_loss: 0.0023 - val_acc: 0.8084
Epoch 505/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.8958e-04 - acc: 0.8118Epoch 00504: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.8189e-04 - acc: 0.8084 - val_loss: 0.0025 - val_acc: 0.8014
Epoch 506/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.9126e-04 - acc: 0.7910Epoch 00505: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.8123e-04 - acc: 0.7938 - val_loss: 0.0025 - val_acc: 0.8107
Epoch 507/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.7590e-04 - acc: 0.8060Epoch 00506: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.8233e-04 - acc: 0.8043 - val_loss: 0.0025 - val_acc: 0.8131
Epoch 508/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.8995e-04 - acc: 0.8060Epoch 00507: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.7720e-04 - acc: 0.8084 - val_loss: 0.0025 - val_acc: 0.8037
Epoch 509/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.6436e-04 - acc: 0.8092Epoch 00508: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.7750e-04 - acc: 0.8107 - val_loss: 0.0025 - val_acc: 0.8014
Epoch 510/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.8968e-04 - acc: 0.8008Epoch 00509: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.8345e-04 - acc: 0.7991 - val_loss: 0.0023 - val_acc: 0.8178
Epoch 511/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.7452e-04 - acc: 0.8053Epoch 00510: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.7812e-04 - acc: 0.8032 - val_loss: 0.0030 - val_acc: 0.8037
Epoch 512/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 0.0010 - acc: 0.7962Epoch 00511: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 0.0010 - acc: 0.7996 - val_loss: 0.0023 - val_acc: 0.8037
Epoch 513/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.3771e-04 - acc: 0.8047Epoch 00512: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.4935e-04 - acc: 0.8008 - val_loss: 0.0022 - val_acc: 0.8131
Epoch 514/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.5655e-04 - acc: 0.7923Epoch 00513: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.5000e-04 - acc: 0.7921 - val_loss: 0.0024 - val_acc: 0.8131
Epoch 515/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.5171e-04 - acc: 0.8060Epoch 00514: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.4443e-04 - acc: 0.8055 - val_loss: 0.0024 - val_acc: 0.8154
Epoch 516/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.4036e-04 - acc: 0.8164Epoch 00515: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.3546e-04 - acc: 0.8178 - val_loss: 0.0027 - val_acc: 0.8037
Epoch 517/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.3530e-04 - acc: 0.8132Epoch 00516: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.3540e-04 - acc: 0.8107 - val_loss: 0.0021 - val_acc: 0.8014
Epoch 518/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.5712e-04 - acc: 0.8105Epoch 00517: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.4972e-04 - acc: 0.8061 - val_loss: 0.0027 - val_acc: 0.8037
Epoch 519/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.5780e-04 - acc: 0.7956Epoch 00518: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.5259e-04 - acc: 0.7944 - val_loss: 0.0022 - val_acc: 0.7991
Epoch 520/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.4722e-04 - acc: 0.8125Epoch 00519: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.4891e-04 - acc: 0.8119 - val_loss: 0.0030 - val_acc: 0.8061
Epoch 521/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.8581e-04 - acc: 0.7982Epoch 00520: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.9701e-04 - acc: 0.8008 - val_loss: 0.0026 - val_acc: 0.8107
Epoch 522/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.9224e-04 - acc: 0.8164Epoch 00521: val_loss improved from 0.00203 to 0.00195, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 9.9804e-04 - acc: 0.8183 - val_loss: 0.0020 - val_acc: 0.8131
Epoch 523/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.6309e-04 - acc: 0.7988Epoch 00522: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.6445e-04 - acc: 0.8026 - val_loss: 0.0021 - val_acc: 0.8084
Epoch 524/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.1870e-04 - acc: 0.8053Epoch 00523: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.2233e-04 - acc: 0.8102 - val_loss: 0.0021 - val_acc: 0.8201
Epoch 525/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.2725e-04 - acc: 0.8105Epoch 00524: val_loss improved from 0.00195 to 0.00175, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 9.3068e-04 - acc: 0.8090 - val_loss: 0.0017 - val_acc: 0.8084
Epoch 526/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.8429e-04 - acc: 0.8171Epoch 00525: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.8302e-04 - acc: 0.8183 - val_loss: 0.0020 - val_acc: 0.8107
Epoch 527/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.3422e-04 - acc: 0.8099Epoch 00526: val_loss improved from 0.00175 to 0.00173, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 9.3724e-04 - acc: 0.8113 - val_loss: 0.0017 - val_acc: 0.8037
Epoch 528/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.6225e-04 - acc: 0.8092Epoch 00527: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.5379e-04 - acc: 0.8090 - val_loss: 0.0019 - val_acc: 0.8084
Epoch 529/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.1094e-04 - acc: 0.8053Epoch 00528: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.2070e-04 - acc: 0.8067 - val_loss: 0.0020 - val_acc: 0.8131
Epoch 530/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.2258e-04 - acc: 0.8151Epoch 00529: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.3622e-04 - acc: 0.8084 - val_loss: 0.0023 - val_acc: 0.8037
Epoch 531/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.2071e-04 - acc: 0.8079Epoch 00530: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.1184e-04 - acc: 0.8107 - val_loss: 0.0025 - val_acc: 0.8131
Epoch 532/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.1489e-04 - acc: 0.8281Epoch 00531: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.1450e-04 - acc: 0.8306 - val_loss: 0.0024 - val_acc: 0.8084
Epoch 533/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.0020e-04 - acc: 0.8027Epoch 00532: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.0255e-04 - acc: 0.8049 - val_loss: 0.0025 - val_acc: 0.7921
Epoch 534/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.0680e-04 - acc: 0.8203Epoch 00533: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.0747e-04 - acc: 0.8178 - val_loss: 0.0025 - val_acc: 0.7897
Epoch 535/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.8512e-04 - acc: 0.8210Epoch 00534: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.8001e-04 - acc: 0.8213 - val_loss: 0.0022 - val_acc: 0.8037
Epoch 536/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.6651e-04 - acc: 0.8158Epoch 00535: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.6715e-04 - acc: 0.8166 - val_loss: 0.0022 - val_acc: 0.7967
Epoch 537/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.9385e-04 - acc: 0.8203Epoch 00536: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.8268e-04 - acc: 0.8195 - val_loss: 0.0024 - val_acc: 0.8224
Epoch 538/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.8182e-04 - acc: 0.8242Epoch 00537: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.7792e-04 - acc: 0.8248 - val_loss: 0.0025 - val_acc: 0.8061
Epoch 539/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.6306e-04 - acc: 0.8275Epoch 00538: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.6387e-04 - acc: 0.8230 - val_loss: 0.0026 - val_acc: 0.8131
Epoch 540/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.5462e-04 - acc: 0.8105Epoch 00539: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.5762e-04 - acc: 0.8125 - val_loss: 0.0024 - val_acc: 0.8107
Epoch 541/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.4818e-04 - acc: 0.8118Epoch 00540: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.5463e-04 - acc: 0.8119 - val_loss: 0.0027 - val_acc: 0.7967
Epoch 542/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.7773e-04 - acc: 0.8040Epoch 00541: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.7243e-04 - acc: 0.8067 - val_loss: 0.0025 - val_acc: 0.8084
Epoch 543/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.5703e-04 - acc: 0.8099Epoch 00542: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.4939e-04 - acc: 0.8166 - val_loss: 0.0022 - val_acc: 0.8014
Epoch 544/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.5699e-04 - acc: 0.8034Epoch 00543: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.4714e-04 - acc: 0.8078 - val_loss: 0.0019 - val_acc: 0.8224
Epoch 545/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.5316e-04 - acc: 0.8340Epoch 00544: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.5126e-04 - acc: 0.8347 - val_loss: 0.0020 - val_acc: 0.8154
Epoch 546/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.3430e-04 - acc: 0.8236Epoch 00545: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.3606e-04 - acc: 0.8259 - val_loss: 0.0021 - val_acc: 0.8178
Epoch 547/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.4273e-04 - acc: 0.8236Epoch 00546: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.4946e-04 - acc: 0.8218 - val_loss: 0.0028 - val_acc: 0.8154
Epoch 548/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.9297e-04 - acc: 0.8275Epoch 00547: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.8661e-04 - acc: 0.8265 - val_loss: 0.0023 - val_acc: 0.8037
Epoch 549/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.5254e-04 - acc: 0.8138Epoch 00548: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.5409e-04 - acc: 0.8113 - val_loss: 0.0020 - val_acc: 0.8154
Epoch 550/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.7606e-04 - acc: 0.8158Epoch 00549: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.6780e-04 - acc: 0.8213 - val_loss: 0.0020 - val_acc: 0.8061
Epoch 551/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.5223e-04 - acc: 0.8171Epoch 00550: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.5846e-04 - acc: 0.8178 - val_loss: 0.0024 - val_acc: 0.8084
Epoch 552/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.5243e-04 - acc: 0.8281Epoch 00551: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.5821e-04 - acc: 0.8271 - val_loss: 0.0027 - val_acc: 0.8107
Epoch 553/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.8831e-04 - acc: 0.8236Epoch 00552: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.7653e-04 - acc: 0.8195 - val_loss: 0.0028 - val_acc: 0.8154
Epoch 554/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.5415e-04 - acc: 0.8210Epoch 00553: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.5403e-04 - acc: 0.8201 - val_loss: 0.0027 - val_acc: 0.8154
Epoch 555/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.5090e-04 - acc: 0.8099Epoch 00554: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.3992e-04 - acc: 0.8178 - val_loss: 0.0027 - val_acc: 0.8271
Epoch 556/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 9.0484e-04 - acc: 0.8197Epoch 00555: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 9.0097e-04 - acc: 0.8195 - val_loss: 0.0030 - val_acc: 0.8271
Epoch 557/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.7752e-04 - acc: 0.8223Epoch 00556: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.8428e-04 - acc: 0.8230 - val_loss: 0.0025 - val_acc: 0.8084
Epoch 558/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.3999e-04 - acc: 0.8171Epoch 00557: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.4067e-04 - acc: 0.8195 - val_loss: 0.0020 - val_acc: 0.8061
Epoch 559/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.3428e-04 - acc: 0.8171Epoch 00558: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.2935e-04 - acc: 0.8160 - val_loss: 0.0018 - val_acc: 0.8178
Epoch 560/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.2699e-04 - acc: 0.8177Epoch 00559: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.1490e-04 - acc: 0.8207 - val_loss: 0.0021 - val_acc: 0.8131
Epoch 561/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.1697e-04 - acc: 0.8242Epoch 00560: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.1252e-04 - acc: 0.8254 - val_loss: 0.0021 - val_acc: 0.8154
Epoch 562/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.9101e-04 - acc: 0.8288Epoch 00561: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.9762e-04 - acc: 0.8236 - val_loss: 0.0025 - val_acc: 0.8201
Epoch 563/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.0958e-04 - acc: 0.8359Epoch 00562: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.0852e-04 - acc: 0.8294 - val_loss: 0.0023 - val_acc: 0.8131
Epoch 564/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 8.0246e-04 - acc: 0.8216Epoch 00563: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 8.0165e-04 - acc: 0.8189 - val_loss: 0.0020 - val_acc: 0.8061
Epoch 565/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.8157e-04 - acc: 0.8275Epoch 00564: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.8837e-04 - acc: 0.8218 - val_loss: 0.0021 - val_acc: 0.8178
Epoch 566/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.9298e-04 - acc: 0.8164Epoch 00565: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.8717e-04 - acc: 0.8178 - val_loss: 0.0023 - val_acc: 0.8154
Epoch 567/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.9503e-04 - acc: 0.8301Epoch 00566: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.9811e-04 - acc: 0.8283 - val_loss: 0.0022 - val_acc: 0.8248
Epoch 568/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.7765e-04 - acc: 0.8151Epoch 00567: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.8501e-04 - acc: 0.8125 - val_loss: 0.0022 - val_acc: 0.8248
Epoch 569/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.8541e-04 - acc: 0.8216Epoch 00568: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.8131e-04 - acc: 0.8271 - val_loss: 0.0024 - val_acc: 0.8131
Epoch 570/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.7999e-04 - acc: 0.8229Epoch 00569: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.8264e-04 - acc: 0.8224 - val_loss: 0.0023 - val_acc: 0.8318
Epoch 571/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.7409e-04 - acc: 0.8268Epoch 00570: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.7395e-04 - acc: 0.8254 - val_loss: 0.0020 - val_acc: 0.8224
Epoch 572/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.5270e-04 - acc: 0.8249Epoch 00571: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.5924e-04 - acc: 0.8289 - val_loss: 0.0019 - val_acc: 0.8178
Epoch 573/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.6114e-04 - acc: 0.8164Epoch 00572: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.6008e-04 - acc: 0.8183 - val_loss: 0.0021 - val_acc: 0.8201
Epoch 574/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.6167e-04 - acc: 0.8294Epoch 00573: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.5668e-04 - acc: 0.8347 - val_loss: 0.0022 - val_acc: 0.8248
Epoch 575/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.7383e-04 - acc: 0.8138Epoch 00574: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.6927e-04 - acc: 0.8166 - val_loss: 0.0022 - val_acc: 0.8037
Epoch 576/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.5899e-04 - acc: 0.8236Epoch 00575: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.6516e-04 - acc: 0.8230 - val_loss: 0.0021 - val_acc: 0.8224
Epoch 577/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.5989e-04 - acc: 0.8451Epoch 00576: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.5984e-04 - acc: 0.8435 - val_loss: 0.0020 - val_acc: 0.8061
Epoch 578/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.7463e-04 - acc: 0.8171Epoch 00577: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.6905e-04 - acc: 0.8207 - val_loss: 0.0019 - val_acc: 0.8248
Epoch 579/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.6936e-04 - acc: 0.8210Epoch 00578: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.6999e-04 - acc: 0.8242 - val_loss: 0.0021 - val_acc: 0.8154
Epoch 580/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.5439e-04 - acc: 0.8281Epoch 00579: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.5295e-04 - acc: 0.8277 - val_loss: 0.0022 - val_acc: 0.8107
Epoch 581/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.3051e-04 - acc: 0.8255Epoch 00580: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.3479e-04 - acc: 0.8248 - val_loss: 0.0021 - val_acc: 0.8154
Epoch 582/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.3880e-04 - acc: 0.8132Epoch 00581: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.4580e-04 - acc: 0.8131 - val_loss: 0.0021 - val_acc: 0.8131
Epoch 583/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.4385e-04 - acc: 0.8327Epoch 00582: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.4081e-04 - acc: 0.8312 - val_loss: 0.0021 - val_acc: 0.8248
Epoch 584/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.5943e-04 - acc: 0.8236Epoch 00583: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.6804e-04 - acc: 0.8248 - val_loss: 0.0024 - val_acc: 0.8154
Epoch 585/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.4912e-04 - acc: 0.8171Epoch 00584: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.5283e-04 - acc: 0.8195 - val_loss: 0.0022 - val_acc: 0.8107
Epoch 586/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.5117e-04 - acc: 0.8242Epoch 00585: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.5028e-04 - acc: 0.8254 - val_loss: 0.0021 - val_acc: 0.8201
Epoch 587/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.2422e-04 - acc: 0.8398Epoch 00586: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.2369e-04 - acc: 0.8341 - val_loss: 0.0021 - val_acc: 0.8224
Epoch 588/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.2992e-04 - acc: 0.8340Epoch 00587: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.3661e-04 - acc: 0.8277 - val_loss: 0.0024 - val_acc: 0.8248
Epoch 589/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.3089e-04 - acc: 0.8210Epoch 00588: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.3272e-04 - acc: 0.8259 - val_loss: 0.0025 - val_acc: 0.8037
Epoch 590/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.5394e-04 - acc: 0.8190Epoch 00589: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.5070e-04 - acc: 0.8213 - val_loss: 0.0022 - val_acc: 0.7967
Epoch 591/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.4652e-04 - acc: 0.8281Epoch 00590: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.5756e-04 - acc: 0.8294 - val_loss: 0.0018 - val_acc: 0.8178
Epoch 592/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.7345e-04 - acc: 0.8288Epoch 00591: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.6717e-04 - acc: 0.8300 - val_loss: 0.0019 - val_acc: 0.8201
Epoch 593/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.2313e-04 - acc: 0.8333Epoch 00592: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.1733e-04 - acc: 0.8370 - val_loss: 0.0020 - val_acc: 0.8154
Epoch 594/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.3787e-04 - acc: 0.8372Epoch 00593: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.4287e-04 - acc: 0.8359 - val_loss: 0.0025 - val_acc: 0.8201
Epoch 595/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.4601e-04 - acc: 0.8301Epoch 00594: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.3946e-04 - acc: 0.8289 - val_loss: 0.0024 - val_acc: 0.8178
Epoch 596/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.3107e-04 - acc: 0.8086Epoch 00595: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.3072e-04 - acc: 0.8137 - val_loss: 0.0020 - val_acc: 0.8154
Epoch 597/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.2241e-04 - acc: 0.8171Epoch 00596: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.1462e-04 - acc: 0.8218 - val_loss: 0.0021 - val_acc: 0.8201
Epoch 598/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.0231e-04 - acc: 0.8294Epoch 00597: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.0038e-04 - acc: 0.8265 - val_loss: 0.0019 - val_acc: 0.8154
Epoch 599/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.0207e-04 - acc: 0.8190Epoch 00598: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.0255e-04 - acc: 0.8224 - val_loss: 0.0018 - val_acc: 0.8201
Epoch 600/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.1815e-04 - acc: 0.8314Epoch 00599: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.2641e-04 - acc: 0.8382 - val_loss: 0.0021 - val_acc: 0.8154
Epoch 601/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.9837e-04 - acc: 0.8190Epoch 00600: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.9851e-04 - acc: 0.8213 - val_loss: 0.0022 - val_acc: 0.8154
Epoch 602/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.8473e-04 - acc: 0.8438Epoch 00601: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.8711e-04 - acc: 0.8446 - val_loss: 0.0021 - val_acc: 0.8271
Epoch 603/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.0032e-04 - acc: 0.8418Epoch 00602: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.0191e-04 - acc: 0.8405 - val_loss: 0.0021 - val_acc: 0.8224
Epoch 604/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.0233e-04 - acc: 0.8294Epoch 00603: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.9979e-04 - acc: 0.8289 - val_loss: 0.0021 - val_acc: 0.8224
Epoch 605/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.8472e-04 - acc: 0.8385Epoch 00604: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.9098e-04 - acc: 0.8329 - val_loss: 0.0021 - val_acc: 0.8224
Epoch 606/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.9132e-04 - acc: 0.8223Epoch 00605: val_loss improved from 0.00173 to 0.00169, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 6.9016e-04 - acc: 0.8271 - val_loss: 0.0017 - val_acc: 0.8294
Epoch 607/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.6130e-04 - acc: 0.8379Epoch 00606: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.6250e-04 - acc: 0.8265 - val_loss: 0.0021 - val_acc: 0.8131
Epoch 608/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.9808e-04 - acc: 0.8333Epoch 00607: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.9885e-04 - acc: 0.8359 - val_loss: 0.0025 - val_acc: 0.8178
Epoch 609/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.2079e-04 - acc: 0.8451Epoch 00608: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.2263e-04 - acc: 0.8400 - val_loss: 0.0025 - val_acc: 0.8294
Epoch 610/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.2581e-04 - acc: 0.8398Epoch 00609: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.2443e-04 - acc: 0.8382 - val_loss: 0.0021 - val_acc: 0.8224
Epoch 611/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.9942e-04 - acc: 0.8353Epoch 00610: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 7.0204e-04 - acc: 0.8341 - val_loss: 0.0018 - val_acc: 0.8201
Epoch 612/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.7520e-04 - acc: 0.8333Epoch 00611: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.7700e-04 - acc: 0.8376 - val_loss: 0.0017 - val_acc: 0.8318
Epoch 613/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.7214e-04 - acc: 0.8464Epoch 00612: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.7536e-04 - acc: 0.8429 - val_loss: 0.0018 - val_acc: 0.8224
Epoch 614/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.7856e-04 - acc: 0.8379Epoch 00613: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.8892e-04 - acc: 0.8318 - val_loss: 0.0022 - val_acc: 0.8061
Epoch 615/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.8532e-04 - acc: 0.8438Epoch 00614: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.8722e-04 - acc: 0.8400 - val_loss: 0.0020 - val_acc: 0.8224
Epoch 616/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.6693e-04 - acc: 0.8398Epoch 00615: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.6752e-04 - acc: 0.8382 - val_loss: 0.0021 - val_acc: 0.8201
Epoch 617/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.7849e-04 - acc: 0.8249Epoch 00616: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.8583e-04 - acc: 0.8277 - val_loss: 0.0017 - val_acc: 0.8201
Epoch 618/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.0307e-04 - acc: 0.8236Epoch 00617: val_loss improved from 0.00169 to 0.00164, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 6.9948e-04 - acc: 0.8195 - val_loss: 0.0016 - val_acc: 0.8224
Epoch 619/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 7.0190e-04 - acc: 0.8451Epoch 00618: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.9576e-04 - acc: 0.8417 - val_loss: 0.0019 - val_acc: 0.8061
Epoch 620/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.6331e-04 - acc: 0.8158Epoch 00619: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.7875e-04 - acc: 0.8189 - val_loss: 0.0023 - val_acc: 0.8178
Epoch 621/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.9879e-04 - acc: 0.8522Epoch 00620: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.8959e-04 - acc: 0.8511 - val_loss: 0.0023 - val_acc: 0.8271
Epoch 622/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.7458e-04 - acc: 0.8379Epoch 00621: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.7697e-04 - acc: 0.8306 - val_loss: 0.0019 - val_acc: 0.8294
Epoch 623/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.6407e-04 - acc: 0.8503Epoch 00622: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.5767e-04 - acc: 0.8493 - val_loss: 0.0022 - val_acc: 0.8271
Epoch 624/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.7604e-04 - acc: 0.8464Epoch 00623: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.7672e-04 - acc: 0.8470 - val_loss: 0.0018 - val_acc: 0.8364
Epoch 625/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.4279e-04 - acc: 0.8353Epoch 00624: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.4813e-04 - acc: 0.8359 - val_loss: 0.0016 - val_acc: 0.8084
Epoch 626/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.8049e-04 - acc: 0.8359Epoch 00625: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.7526e-04 - acc: 0.8376 - val_loss: 0.0017 - val_acc: 0.8271
Epoch 627/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.4698e-04 - acc: 0.8262Epoch 00626: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.5112e-04 - acc: 0.8289 - val_loss: 0.0021 - val_acc: 0.8224
Epoch 628/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.5111e-04 - acc: 0.8340Epoch 00627: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.4606e-04 - acc: 0.8359 - val_loss: 0.0022 - val_acc: 0.8294
Epoch 629/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.5222e-04 - acc: 0.8314Epoch 00628: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.5620e-04 - acc: 0.8312 - val_loss: 0.0018 - val_acc: 0.8271
Epoch 630/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.2769e-04 - acc: 0.8529Epoch 00629: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.2811e-04 - acc: 0.8470 - val_loss: 0.0020 - val_acc: 0.8248
Epoch 631/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.2422e-04 - acc: 0.8359Epoch 00630: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.2409e-04 - acc: 0.8400 - val_loss: 0.0020 - val_acc: 0.8248
Epoch 632/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.2310e-04 - acc: 0.8464Epoch 00631: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.3041e-04 - acc: 0.8458 - val_loss: 0.0019 - val_acc: 0.8294
Epoch 633/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.3780e-04 - acc: 0.8431Epoch 00632: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.3701e-04 - acc: 0.8481 - val_loss: 0.0018 - val_acc: 0.8271
Epoch 634/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.2404e-04 - acc: 0.8333Epoch 00633: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.2161e-04 - acc: 0.8312 - val_loss: 0.0018 - val_acc: 0.8178
Epoch 635/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.3303e-04 - acc: 0.8392Epoch 00634: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.3305e-04 - acc: 0.8376 - val_loss: 0.0022 - val_acc: 0.8224
Epoch 636/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.2828e-04 - acc: 0.8333Epoch 00635: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.2332e-04 - acc: 0.8329 - val_loss: 0.0019 - val_acc: 0.8248
Epoch 637/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.2487e-04 - acc: 0.8346Epoch 00636: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.2481e-04 - acc: 0.8341 - val_loss: 0.0022 - val_acc: 0.8201
Epoch 638/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.2223e-04 - acc: 0.8424Epoch 00637: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.2233e-04 - acc: 0.8429 - val_loss: 0.0018 - val_acc: 0.8178
Epoch 639/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.3275e-04 - acc: 0.8444Epoch 00638: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.2909e-04 - acc: 0.8475 - val_loss: 0.0018 - val_acc: 0.8201
Epoch 640/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.5368e-04 - acc: 0.8496Epoch 00639: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.5384e-04 - acc: 0.8446 - val_loss: 0.0020 - val_acc: 0.8224
Epoch 641/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.3204e-04 - acc: 0.8470Epoch 00640: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.2980e-04 - acc: 0.8394 - val_loss: 0.0023 - val_acc: 0.8411
Epoch 642/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.5605e-04 - acc: 0.8320Epoch 00641: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.5293e-04 - acc: 0.8318 - val_loss: 0.0016 - val_acc: 0.8248
Epoch 643/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.4501e-04 - acc: 0.8535Epoch 00642: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.4960e-04 - acc: 0.8505 - val_loss: 0.0022 - val_acc: 0.8271
Epoch 644/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.4257e-04 - acc: 0.8405Epoch 00643: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.4220e-04 - acc: 0.8347 - val_loss: 0.0022 - val_acc: 0.8318
Epoch 645/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.1844e-04 - acc: 0.8457Epoch 00644: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.1764e-04 - acc: 0.8440 - val_loss: 0.0019 - val_acc: 0.8201
Epoch 646/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.0167e-04 - acc: 0.8516Epoch 00645: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.0105e-04 - acc: 0.8487 - val_loss: 0.0017 - val_acc: 0.8178
Epoch 647/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.0578e-04 - acc: 0.8418Epoch 00646: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.0706e-04 - acc: 0.8382 - val_loss: 0.0017 - val_acc: 0.8271
Epoch 648/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.9506e-04 - acc: 0.8431Epoch 00647: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.9844e-04 - acc: 0.8423 - val_loss: 0.0021 - val_acc: 0.8131
Epoch 649/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.0290e-04 - acc: 0.8372Epoch 00648: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.0130e-04 - acc: 0.8359 - val_loss: 0.0017 - val_acc: 0.8248
Epoch 650/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.0004e-04 - acc: 0.8385Epoch 00649: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.0335e-04 - acc: 0.8382 - val_loss: 0.0021 - val_acc: 0.8248
Epoch 651/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.9991e-04 - acc: 0.8470Epoch 00650: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.0213e-04 - acc: 0.8475 - val_loss: 0.0017 - val_acc: 0.8248
Epoch 652/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.2190e-04 - acc: 0.8477Epoch 00651: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.2072e-04 - acc: 0.8470 - val_loss: 0.0017 - val_acc: 0.8224
Epoch 653/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.2960e-04 - acc: 0.8444Epoch 00652: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.2420e-04 - acc: 0.8446 - val_loss: 0.0021 - val_acc: 0.8178
Epoch 654/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.9252e-04 - acc: 0.8359Epoch 00653: val_loss improved from 0.00164 to 0.00157, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 5.9485e-04 - acc: 0.8347 - val_loss: 0.0016 - val_acc: 0.8248
Epoch 655/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.1946e-04 - acc: 0.8451Epoch 00654: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.2764e-04 - acc: 0.8470 - val_loss: 0.0016 - val_acc: 0.8224
Epoch 656/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.1459e-04 - acc: 0.8529Epoch 00655: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.2173e-04 - acc: 0.8534 - val_loss: 0.0020 - val_acc: 0.8271
Epoch 657/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.9984e-04 - acc: 0.8307Epoch 00656: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.9657e-04 - acc: 0.8329 - val_loss: 0.0020 - val_acc: 0.8224
Epoch 658/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.8519e-04 - acc: 0.8555Epoch 00657: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.9346e-04 - acc: 0.8487 - val_loss: 0.0019 - val_acc: 0.8248
Epoch 659/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.9263e-04 - acc: 0.8509Epoch 00658: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.9601e-04 - acc: 0.8493 - val_loss: 0.0017 - val_acc: 0.8271
Epoch 660/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.8730e-04 - acc: 0.8379Epoch 00659: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.9337e-04 - acc: 0.8405 - val_loss: 0.0017 - val_acc: 0.8178
Epoch 661/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.9167e-04 - acc: 0.8444Epoch 00660: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.8839e-04 - acc: 0.8464 - val_loss: 0.0017 - val_acc: 0.8294
Epoch 662/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.7937e-04 - acc: 0.8359Epoch 00661: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.8268e-04 - acc: 0.8341 - val_loss: 0.0018 - val_acc: 0.8271
Epoch 663/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.7680e-04 - acc: 0.8411Epoch 00662: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.7335e-04 - acc: 0.8405 - val_loss: 0.0018 - val_acc: 0.8201
Epoch 664/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.7363e-04 - acc: 0.8483Epoch 00663: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.7483e-04 - acc: 0.8452 - val_loss: 0.0021 - val_acc: 0.8271
Epoch 665/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.1051e-04 - acc: 0.8490Epoch 00664: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.1356e-04 - acc: 0.8522 - val_loss: 0.0017 - val_acc: 0.8271
Epoch 666/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.9123e-04 - acc: 0.8594Epoch 00665: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.9341e-04 - acc: 0.8551 - val_loss: 0.0017 - val_acc: 0.8248
Epoch 667/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.7778e-04 - acc: 0.8444Epoch 00666: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.8253e-04 - acc: 0.8493 - val_loss: 0.0019 - val_acc: 0.8294
Epoch 668/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.7965e-04 - acc: 0.8516Epoch 00667: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.7842e-04 - acc: 0.8522 - val_loss: 0.0018 - val_acc: 0.8294
Epoch 669/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.6503e-04 - acc: 0.8366Epoch 00668: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.6430e-04 - acc: 0.8411 - val_loss: 0.0017 - val_acc: 0.8224
Epoch 670/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.5473e-04 - acc: 0.8444Epoch 00669: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.5477e-04 - acc: 0.8458 - val_loss: 0.0017 - val_acc: 0.8364
Epoch 671/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.5658e-04 - acc: 0.8431Epoch 00670: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.6106e-04 - acc: 0.8435 - val_loss: 0.0019 - val_acc: 0.8271
Epoch 672/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.7493e-04 - acc: 0.8490Epoch 00671: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.7559e-04 - acc: 0.8458 - val_loss: 0.0017 - val_acc: 0.8248
Epoch 673/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.8456e-04 - acc: 0.8503Epoch 00672: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.8257e-04 - acc: 0.8470 - val_loss: 0.0020 - val_acc: 0.8248
Epoch 674/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.7229e-04 - acc: 0.8379Epoch 00673: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.6785e-04 - acc: 0.8400 - val_loss: 0.0018 - val_acc: 0.8154
Epoch 675/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.7162e-04 - acc: 0.8503Epoch 00674: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.6923e-04 - acc: 0.8522 - val_loss: 0.0017 - val_acc: 0.8318
Epoch 676/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.6415e-04 - acc: 0.8529Epoch 00675: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.6158e-04 - acc: 0.8528 - val_loss: 0.0020 - val_acc: 0.8224
Epoch 677/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.6076e-04 - acc: 0.8522Epoch 00676: val_loss improved from 0.00157 to 0.00157, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 5.6356e-04 - acc: 0.8487 - val_loss: 0.0016 - val_acc: 0.8154
Epoch 678/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.6717e-04 - acc: 0.8424Epoch 00677: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.6627e-04 - acc: 0.8423 - val_loss: 0.0018 - val_acc: 0.8224
Epoch 679/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.4939e-04 - acc: 0.8620Epoch 00678: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.5232e-04 - acc: 0.8586 - val_loss: 0.0019 - val_acc: 0.8318
Epoch 680/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.7057e-04 - acc: 0.8587Epoch 00679: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.6626e-04 - acc: 0.8586 - val_loss: 0.0018 - val_acc: 0.8271
Epoch 681/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.7254e-04 - acc: 0.8470Epoch 00680: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.6805e-04 - acc: 0.8540 - val_loss: 0.0016 - val_acc: 0.8294
Epoch 682/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.7507e-04 - acc: 0.8561Epoch 00681: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.7888e-04 - acc: 0.8575 - val_loss: 0.0021 - val_acc: 0.8341
Epoch 683/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.7122e-04 - acc: 0.8516Epoch 00682: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.7059e-04 - acc: 0.8551 - val_loss: 0.0022 - val_acc: 0.8341
Epoch 684/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 6.0827e-04 - acc: 0.8516Epoch 00683: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 6.0744e-04 - acc: 0.8540 - val_loss: 0.0020 - val_acc: 0.8061
Epoch 685/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.7708e-04 - acc: 0.8496Epoch 00684: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.7256e-04 - acc: 0.8458 - val_loss: 0.0019 - val_acc: 0.8364
Epoch 686/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.6435e-04 - acc: 0.8438Epoch 00685: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.6399e-04 - acc: 0.8481 - val_loss: 0.0019 - val_acc: 0.8084
Epoch 687/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.6570e-04 - acc: 0.8464Epoch 00686: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.7381e-04 - acc: 0.8475 - val_loss: 0.0018 - val_acc: 0.8178
Epoch 688/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.5099e-04 - acc: 0.8405Epoch 00687: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.5063e-04 - acc: 0.8464 - val_loss: 0.0016 - val_acc: 0.8318
Epoch 689/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.3504e-04 - acc: 0.8411Epoch 00688: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.3777e-04 - acc: 0.8446 - val_loss: 0.0017 - val_acc: 0.8294
Epoch 690/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.4062e-04 - acc: 0.8516Epoch 00689: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.3902e-04 - acc: 0.8534 - val_loss: 0.0018 - val_acc: 0.8294
Epoch 691/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.4755e-04 - acc: 0.8477Epoch 00690: val_loss improved from 0.00157 to 0.00156, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 5.4311e-04 - acc: 0.8487 - val_loss: 0.0016 - val_acc: 0.8224
Epoch 692/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.3843e-04 - acc: 0.8620Epoch 00691: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.3716e-04 - acc: 0.8610 - val_loss: 0.0018 - val_acc: 0.8294
Epoch 693/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.3886e-04 - acc: 0.8594Epoch 00692: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.3875e-04 - acc: 0.8598 - val_loss: 0.0019 - val_acc: 0.8341
Epoch 694/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.3520e-04 - acc: 0.8620Epoch 00693: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.3514e-04 - acc: 0.8645 - val_loss: 0.0016 - val_acc: 0.8411
Epoch 695/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.2974e-04 - acc: 0.8568Epoch 00694: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.2868e-04 - acc: 0.8575 - val_loss: 0.0018 - val_acc: 0.8364
Epoch 696/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.2300e-04 - acc: 0.8464Epoch 00695: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.2796e-04 - acc: 0.8464 - val_loss: 0.0017 - val_acc: 0.8411
Epoch 697/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.1936e-04 - acc: 0.8535Epoch 00696: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.2308e-04 - acc: 0.8540 - val_loss: 0.0019 - val_acc: 0.8271
Epoch 698/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.2410e-04 - acc: 0.8678Epoch 00697: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.2400e-04 - acc: 0.8686 - val_loss: 0.0017 - val_acc: 0.8341
Epoch 699/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.2406e-04 - acc: 0.8548Epoch 00698: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.2183e-04 - acc: 0.8569 - val_loss: 0.0017 - val_acc: 0.8318
Epoch 700/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.1903e-04 - acc: 0.8659Epoch 00699: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.1949e-04 - acc: 0.8692 - val_loss: 0.0017 - val_acc: 0.8201
Epoch 701/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.2325e-04 - acc: 0.8431Epoch 00700: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.2346e-04 - acc: 0.8452 - val_loss: 0.0018 - val_acc: 0.8224
Epoch 702/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.4108e-04 - acc: 0.8626Epoch 00701: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.3660e-04 - acc: 0.8639 - val_loss: 0.0020 - val_acc: 0.8294
Epoch 703/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.6177e-04 - acc: 0.8470Epoch 00702: val_loss improved from 0.00156 to 0.00149, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 5.6286e-04 - acc: 0.8481 - val_loss: 0.0015 - val_acc: 0.8178
Epoch 704/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.6015e-04 - acc: 0.8587Epoch 00703: val_loss improved from 0.00149 to 0.00147, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 5.5826e-04 - acc: 0.8575 - val_loss: 0.0015 - val_acc: 0.8248
Epoch 705/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.3791e-04 - acc: 0.8431Epoch 00704: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.3583e-04 - acc: 0.8446 - val_loss: 0.0015 - val_acc: 0.8364
Epoch 706/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.5375e-04 - acc: 0.8509Epoch 00705: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.5213e-04 - acc: 0.8511 - val_loss: 0.0019 - val_acc: 0.8341
Epoch 707/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.4066e-04 - acc: 0.8529Epoch 00706: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.3939e-04 - acc: 0.8546 - val_loss: 0.0020 - val_acc: 0.8388
Epoch 708/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.4350e-04 - acc: 0.8405Epoch 00707: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.4198e-04 - acc: 0.8435 - val_loss: 0.0018 - val_acc: 0.8271
Epoch 709/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.1735e-04 - acc: 0.8594Epoch 00708: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.1998e-04 - acc: 0.8528 - val_loss: 0.0016 - val_acc: 0.8084
Epoch 710/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.1279e-04 - acc: 0.8711Epoch 00709: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.0911e-04 - acc: 0.8657 - val_loss: 0.0019 - val_acc: 0.8248
Epoch 711/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.3576e-04 - acc: 0.8522Epoch 00710: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.3512e-04 - acc: 0.8516 - val_loss: 0.0017 - val_acc: 0.8318
Epoch 712/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.0540e-04 - acc: 0.8620Epoch 00711: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.0547e-04 - acc: 0.8604 - val_loss: 0.0015 - val_acc: 0.8294
Epoch 713/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.1077e-04 - acc: 0.8561Epoch 00712: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.1256e-04 - acc: 0.8546 - val_loss: 0.0016 - val_acc: 0.8178
Epoch 714/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.2662e-04 - acc: 0.8607Epoch 00713: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.2703e-04 - acc: 0.8592 - val_loss: 0.0019 - val_acc: 0.8341
Epoch 715/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.1417e-04 - acc: 0.8594Epoch 00714: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.1421e-04 - acc: 0.8604 - val_loss: 0.0019 - val_acc: 0.8364
Epoch 716/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.1247e-04 - acc: 0.8600Epoch 00715: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.1801e-04 - acc: 0.8569 - val_loss: 0.0015 - val_acc: 0.8248
Epoch 717/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.1685e-04 - acc: 0.8509Epoch 00716: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.0999e-04 - acc: 0.8528 - val_loss: 0.0017 - val_acc: 0.8318
Epoch 718/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.0556e-04 - acc: 0.8516Epoch 00717: val_loss improved from 0.00147 to 0.00147, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 5.0531e-04 - acc: 0.8516 - val_loss: 0.0015 - val_acc: 0.8248
Epoch 719/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.1943e-04 - acc: 0.8542Epoch 00718: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.1739e-04 - acc: 0.8563 - val_loss: 0.0017 - val_acc: 0.8411
Epoch 720/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.0847e-04 - acc: 0.8503Epoch 00719: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.1044e-04 - acc: 0.8493 - val_loss: 0.0023 - val_acc: 0.8294
Epoch 721/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.6369e-04 - acc: 0.8503Epoch 00720: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.5469e-04 - acc: 0.8528 - val_loss: 0.0020 - val_acc: 0.8341
Epoch 722/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.2121e-04 - acc: 0.8613Epoch 00721: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.2058e-04 - acc: 0.8621 - val_loss: 0.0017 - val_acc: 0.8388
Epoch 723/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.0884e-04 - acc: 0.8509Epoch 00722: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.0489e-04 - acc: 0.8522 - val_loss: 0.0017 - val_acc: 0.8248
Epoch 724/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.0431e-04 - acc: 0.8568Epoch 00723: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.0162e-04 - acc: 0.8511 - val_loss: 0.0016 - val_acc: 0.8388
Epoch 725/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.0414e-04 - acc: 0.8594Epoch 00724: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.0068e-04 - acc: 0.8627 - val_loss: 0.0016 - val_acc: 0.8318
Epoch 726/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.9477e-04 - acc: 0.8613Epoch 00725: val_loss improved from 0.00147 to 0.00141, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 4.9496e-04 - acc: 0.8592 - val_loss: 0.0014 - val_acc: 0.8411
Epoch 727/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.1805e-04 - acc: 0.8639Epoch 00726: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.2113e-04 - acc: 0.8621 - val_loss: 0.0016 - val_acc: 0.8341
Epoch 728/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.0924e-04 - acc: 0.8548Epoch 00727: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.0799e-04 - acc: 0.8586 - val_loss: 0.0018 - val_acc: 0.8364
Epoch 729/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.1775e-04 - acc: 0.8516Epoch 00728: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.1349e-04 - acc: 0.8575 - val_loss: 0.0020 - val_acc: 0.8364
Epoch 730/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.1852e-04 - acc: 0.8594Epoch 00729: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.1884e-04 - acc: 0.8598 - val_loss: 0.0019 - val_acc: 0.8364
Epoch 731/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.1007e-04 - acc: 0.8509Epoch 00730: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.0882e-04 - acc: 0.8522 - val_loss: 0.0018 - val_acc: 0.8341
Epoch 732/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.8920e-04 - acc: 0.8665Epoch 00731: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.8792e-04 - acc: 0.8645 - val_loss: 0.0017 - val_acc: 0.8341
Epoch 733/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.8070e-04 - acc: 0.8581Epoch 00732: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.7949e-04 - acc: 0.8610 - val_loss: 0.0019 - val_acc: 0.8248
Epoch 734/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.8959e-04 - acc: 0.8763Epoch 00733: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.8712e-04 - acc: 0.8750 - val_loss: 0.0017 - val_acc: 0.8271
Epoch 735/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.8901e-04 - acc: 0.8665Epoch 00734: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.8608e-04 - acc: 0.8657 - val_loss: 0.0015 - val_acc: 0.8318
Epoch 736/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.9082e-04 - acc: 0.8704Epoch 00735: val_loss improved from 0.00141 to 0.00138, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 4.9224e-04 - acc: 0.8680 - val_loss: 0.0014 - val_acc: 0.8224
Epoch 737/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.9834e-04 - acc: 0.8607Epoch 00736: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.0017e-04 - acc: 0.8534 - val_loss: 0.0017 - val_acc: 0.8271
Epoch 738/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.8212e-04 - acc: 0.8659Epoch 00737: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.8595e-04 - acc: 0.8674 - val_loss: 0.0020 - val_acc: 0.8341
Epoch 739/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 5.1236e-04 - acc: 0.8542Epoch 00738: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 5.1417e-04 - acc: 0.8557 - val_loss: 0.0017 - val_acc: 0.8294
Epoch 740/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.7900e-04 - acc: 0.8639Epoch 00739: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.7627e-04 - acc: 0.8645 - val_loss: 0.0017 - val_acc: 0.8364
Epoch 741/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.8447e-04 - acc: 0.8626Epoch 00740: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.8696e-04 - acc: 0.8610 - val_loss: 0.0015 - val_acc: 0.8154
Epoch 742/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.8506e-04 - acc: 0.8633Epoch 00741: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.8435e-04 - acc: 0.8651 - val_loss: 0.0016 - val_acc: 0.8271
Epoch 743/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.7510e-04 - acc: 0.8633Epoch 00742: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.7454e-04 - acc: 0.8657 - val_loss: 0.0017 - val_acc: 0.8388
Epoch 744/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.7169e-04 - acc: 0.8620Epoch 00743: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.7197e-04 - acc: 0.8563 - val_loss: 0.0015 - val_acc: 0.8364
Epoch 745/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.7103e-04 - acc: 0.8626Epoch 00744: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.7351e-04 - acc: 0.8610 - val_loss: 0.0015 - val_acc: 0.8341
Epoch 746/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.5957e-04 - acc: 0.8587Epoch 00745: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.6184e-04 - acc: 0.8586 - val_loss: 0.0016 - val_acc: 0.8341
Epoch 747/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.8752e-04 - acc: 0.8542Epoch 00746: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.8354e-04 - acc: 0.8516 - val_loss: 0.0018 - val_acc: 0.8318
Epoch 748/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.8347e-04 - acc: 0.8581Epoch 00747: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.8151e-04 - acc: 0.8604 - val_loss: 0.0017 - val_acc: 0.8364
Epoch 749/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.7906e-04 - acc: 0.8496Epoch 00748: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.7831e-04 - acc: 0.8511 - val_loss: 0.0015 - val_acc: 0.8388
Epoch 750/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.7355e-04 - acc: 0.8509Epoch 00749: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.7424e-04 - acc: 0.8511 - val_loss: 0.0016 - val_acc: 0.8411
Epoch 751/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.6772e-04 - acc: 0.8659Epoch 00750: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.6597e-04 - acc: 0.8662 - val_loss: 0.0015 - val_acc: 0.8435
Epoch 752/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.7549e-04 - acc: 0.8607Epoch 00751: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.7626e-04 - acc: 0.8592 - val_loss: 0.0017 - val_acc: 0.8364
Epoch 753/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.6466e-04 - acc: 0.8685Epoch 00752: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.6585e-04 - acc: 0.8686 - val_loss: 0.0016 - val_acc: 0.8318
Epoch 754/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.6523e-04 - acc: 0.8704Epoch 00753: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.6606e-04 - acc: 0.8662 - val_loss: 0.0016 - val_acc: 0.8341
Epoch 755/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.7004e-04 - acc: 0.8607Epoch 00754: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.7246e-04 - acc: 0.8610 - val_loss: 0.0017 - val_acc: 0.8481
Epoch 756/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.8165e-04 - acc: 0.8594Epoch 00755: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.7902e-04 - acc: 0.8581 - val_loss: 0.0018 - val_acc: 0.8388
Epoch 757/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.6920e-04 - acc: 0.8652Epoch 00756: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.6589e-04 - acc: 0.8633 - val_loss: 0.0016 - val_acc: 0.8341
Epoch 758/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.5918e-04 - acc: 0.8672Epoch 00757: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.5834e-04 - acc: 0.8674 - val_loss: 0.0016 - val_acc: 0.8388
Epoch 759/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.6086e-04 - acc: 0.8522Epoch 00758: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.6207e-04 - acc: 0.8511 - val_loss: 0.0018 - val_acc: 0.8341
Epoch 760/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.8422e-04 - acc: 0.8633Epoch 00759: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.9153e-04 - acc: 0.8621 - val_loss: 0.0015 - val_acc: 0.8388
Epoch 761/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.9180e-04 - acc: 0.8704Epoch 00760: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.9878e-04 - acc: 0.8662 - val_loss: 0.0015 - val_acc: 0.8341
Epoch 762/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.8901e-04 - acc: 0.8659Epoch 00761: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.8746e-04 - acc: 0.8662 - val_loss: 0.0015 - val_acc: 0.8318
Epoch 763/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.5553e-04 - acc: 0.8659Epoch 00762: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.5396e-04 - acc: 0.8645 - val_loss: 0.0017 - val_acc: 0.8341
Epoch 764/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.5178e-04 - acc: 0.8607Epoch 00763: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.4888e-04 - acc: 0.8586 - val_loss: 0.0016 - val_acc: 0.8294
Epoch 765/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.4468e-04 - acc: 0.8659Epoch 00764: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.4976e-04 - acc: 0.8674 - val_loss: 0.0015 - val_acc: 0.8318
Epoch 766/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.5349e-04 - acc: 0.8685Epoch 00765: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.5139e-04 - acc: 0.8721 - val_loss: 0.0014 - val_acc: 0.8341
Epoch 767/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.5961e-04 - acc: 0.8646Epoch 00766: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.6056e-04 - acc: 0.8662 - val_loss: 0.0014 - val_acc: 0.8364
Epoch 768/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.5554e-04 - acc: 0.8691Epoch 00767: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.5433e-04 - acc: 0.8674 - val_loss: 0.0016 - val_acc: 0.8294
Epoch 769/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.4536e-04 - acc: 0.8665Epoch 00768: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.4414e-04 - acc: 0.8686 - val_loss: 0.0017 - val_acc: 0.8271
Epoch 770/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.5048e-04 - acc: 0.8639Epoch 00769: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.5014e-04 - acc: 0.8604 - val_loss: 0.0018 - val_acc: 0.8271
Epoch 771/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.6166e-04 - acc: 0.8626Epoch 00770: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.6088e-04 - acc: 0.8586 - val_loss: 0.0017 - val_acc: 0.8318
Epoch 772/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.6195e-04 - acc: 0.8678Epoch 00771: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.6914e-04 - acc: 0.8686 - val_loss: 0.0015 - val_acc: 0.8341
Epoch 773/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.5970e-04 - acc: 0.8652Epoch 00772: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.5577e-04 - acc: 0.8621 - val_loss: 0.0014 - val_acc: 0.8248
Epoch 774/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.5253e-04 - acc: 0.8529Epoch 00773: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.5092e-04 - acc: 0.8499 - val_loss: 0.0016 - val_acc: 0.8318
Epoch 775/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.4197e-04 - acc: 0.8678Epoch 00774: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.3922e-04 - acc: 0.8686 - val_loss: 0.0016 - val_acc: 0.8364
Epoch 776/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.3349e-04 - acc: 0.8698Epoch 00775: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.3364e-04 - acc: 0.8657 - val_loss: 0.0017 - val_acc: 0.8458
Epoch 777/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.4098e-04 - acc: 0.8665Epoch 00776: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.3873e-04 - acc: 0.8680 - val_loss: 0.0015 - val_acc: 0.8294
Epoch 778/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.4203e-04 - acc: 0.8822Epoch 00777: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.4277e-04 - acc: 0.8803 - val_loss: 0.0016 - val_acc: 0.8318
Epoch 779/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.2952e-04 - acc: 0.8483Epoch 00778: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.2992e-04 - acc: 0.8534 - val_loss: 0.0015 - val_acc: 0.8271
Epoch 780/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.2800e-04 - acc: 0.8665Epoch 00779: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.2924e-04 - acc: 0.8662 - val_loss: 0.0017 - val_acc: 0.8318
Epoch 781/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.3025e-04 - acc: 0.8665Epoch 00780: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.3487e-04 - acc: 0.8680 - val_loss: 0.0016 - val_acc: 0.8318
Epoch 782/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.3953e-04 - acc: 0.8757Epoch 00781: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.3974e-04 - acc: 0.8721 - val_loss: 0.0015 - val_acc: 0.8271
Epoch 783/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.5423e-04 - acc: 0.8659Epoch 00782: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.5429e-04 - acc: 0.8604 - val_loss: 0.0016 - val_acc: 0.8271
Epoch 784/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.5236e-04 - acc: 0.8809Epoch 00783: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.5183e-04 - acc: 0.8785 - val_loss: 0.0016 - val_acc: 0.8341
Epoch 785/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.4827e-04 - acc: 0.8665Epoch 00784: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.4798e-04 - acc: 0.8633 - val_loss: 0.0017 - val_acc: 0.8271
Epoch 786/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.4679e-04 - acc: 0.8620Epoch 00785: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.4733e-04 - acc: 0.8668 - val_loss: 0.0015 - val_acc: 0.8271
Epoch 787/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.3516e-04 - acc: 0.8691Epoch 00786: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.3587e-04 - acc: 0.8703 - val_loss: 0.0016 - val_acc: 0.8248
Epoch 788/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.4323e-04 - acc: 0.8620Epoch 00787: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.4272e-04 - acc: 0.8657 - val_loss: 0.0019 - val_acc: 0.8248
Epoch 789/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.6227e-04 - acc: 0.8620Epoch 00788: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.6050e-04 - acc: 0.8662 - val_loss: 0.0016 - val_acc: 0.8388
Epoch 790/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.3250e-04 - acc: 0.8691Epoch 00789: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.3224e-04 - acc: 0.8662 - val_loss: 0.0015 - val_acc: 0.8294
Epoch 791/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.2746e-04 - acc: 0.8678Epoch 00790: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.2932e-04 - acc: 0.8616 - val_loss: 0.0015 - val_acc: 0.8388
Epoch 792/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.3422e-04 - acc: 0.8685Epoch 00791: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.3862e-04 - acc: 0.8697 - val_loss: 0.0016 - val_acc: 0.8364
Epoch 793/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.3607e-04 - acc: 0.8633Epoch 00792: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.3844e-04 - acc: 0.8627 - val_loss: 0.0016 - val_acc: 0.8388
Epoch 794/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.4807e-04 - acc: 0.8678Epoch 00793: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.5032e-04 - acc: 0.8709 - val_loss: 0.0019 - val_acc: 0.8388
Epoch 795/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.7214e-04 - acc: 0.8737Epoch 00794: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.6786e-04 - acc: 0.8738 - val_loss: 0.0018 - val_acc: 0.8341
Epoch 796/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.3672e-04 - acc: 0.8672Epoch 00795: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.3595e-04 - acc: 0.8697 - val_loss: 0.0018 - val_acc: 0.8341
Epoch 797/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.3159e-04 - acc: 0.8626Epoch 00796: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.2928e-04 - acc: 0.8621 - val_loss: 0.0017 - val_acc: 0.8364
Epoch 798/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.3141e-04 - acc: 0.8724Epoch 00797: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.2639e-04 - acc: 0.8738 - val_loss: 0.0016 - val_acc: 0.8411
Epoch 799/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.1821e-04 - acc: 0.8600Epoch 00798: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.1626e-04 - acc: 0.8633 - val_loss: 0.0015 - val_acc: 0.8318
Epoch 800/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.1524e-04 - acc: 0.8652Epoch 00799: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.1567e-04 - acc: 0.8692 - val_loss: 0.0015 - val_acc: 0.8318
Epoch 801/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.1906e-04 - acc: 0.8815Epoch 00800: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.1750e-04 - acc: 0.8861 - val_loss: 0.0016 - val_acc: 0.8435
Epoch 802/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.1578e-04 - acc: 0.8835Epoch 00801: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.1827e-04 - acc: 0.8808 - val_loss: 0.0016 - val_acc: 0.8224
Epoch 803/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.1845e-04 - acc: 0.8633Epoch 00802: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.1613e-04 - acc: 0.8657 - val_loss: 0.0016 - val_acc: 0.8318
Epoch 804/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.1371e-04 - acc: 0.8665Epoch 00803: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.1477e-04 - acc: 0.8610 - val_loss: 0.0016 - val_acc: 0.8271
Epoch 805/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.2285e-04 - acc: 0.8724Epoch 00804: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.2187e-04 - acc: 0.8727 - val_loss: 0.0015 - val_acc: 0.8341
Epoch 806/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.1610e-04 - acc: 0.8717Epoch 00805: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.1670e-04 - acc: 0.8756 - val_loss: 0.0015 - val_acc: 0.8201
Epoch 807/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.1959e-04 - acc: 0.8672Epoch 00806: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.1696e-04 - acc: 0.8697 - val_loss: 0.0017 - val_acc: 0.8271
Epoch 808/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.1663e-04 - acc: 0.8730Epoch 00807: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.1608e-04 - acc: 0.8715 - val_loss: 0.0015 - val_acc: 0.8294
Epoch 809/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.1625e-04 - acc: 0.8724Epoch 00808: val_loss improved from 0.00138 to 0.00135, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 4.1822e-04 - acc: 0.8750 - val_loss: 0.0014 - val_acc: 0.8294
Epoch 810/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.2422e-04 - acc: 0.8704Epoch 00809: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.2192e-04 - acc: 0.8680 - val_loss: 0.0014 - val_acc: 0.8318
Epoch 811/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.1931e-04 - acc: 0.8568Epoch 00810: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.1860e-04 - acc: 0.8563 - val_loss: 0.0015 - val_acc: 0.8294
Epoch 812/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.0373e-04 - acc: 0.8594Epoch 00811: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.0423e-04 - acc: 0.8621 - val_loss: 0.0015 - val_acc: 0.8318
Epoch 813/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.1236e-04 - acc: 0.8704Epoch 00812: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.1601e-04 - acc: 0.8750 - val_loss: 0.0014 - val_acc: 0.8318
Epoch 814/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.1432e-04 - acc: 0.8763Epoch 00813: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.1510e-04 - acc: 0.8762 - val_loss: 0.0015 - val_acc: 0.8388
Epoch 815/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.4404e-04 - acc: 0.8743Epoch 00814: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.4908e-04 - acc: 0.8744 - val_loss: 0.0015 - val_acc: 0.8341
Epoch 816/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.4462e-04 - acc: 0.8730Epoch 00815: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.5220e-04 - acc: 0.8727 - val_loss: 0.0016 - val_acc: 0.8435
Epoch 817/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.4083e-04 - acc: 0.8698Epoch 00816: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.4625e-04 - acc: 0.8744 - val_loss: 0.0014 - val_acc: 0.8435
Epoch 818/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.2391e-04 - acc: 0.8796Epoch 00817: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.2547e-04 - acc: 0.8779 - val_loss: 0.0014 - val_acc: 0.8388
Epoch 819/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.1356e-04 - acc: 0.8672Epoch 00818: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.1398e-04 - acc: 0.8668 - val_loss: 0.0014 - val_acc: 0.8248
Epoch 820/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.1327e-04 - acc: 0.8757Epoch 00819: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.1356e-04 - acc: 0.8727 - val_loss: 0.0014 - val_acc: 0.8341
Epoch 821/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.1199e-04 - acc: 0.8685Epoch 00820: val_loss improved from 0.00135 to 0.00131, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 4.1435e-04 - acc: 0.8674 - val_loss: 0.0013 - val_acc: 0.8364
Epoch 822/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.1628e-04 - acc: 0.8646Epoch 00821: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.1736e-04 - acc: 0.8657 - val_loss: 0.0015 - val_acc: 0.8364
Epoch 823/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.1743e-04 - acc: 0.8691Epoch 00822: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.1796e-04 - acc: 0.8662 - val_loss: 0.0015 - val_acc: 0.8435
Epoch 824/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.9994e-04 - acc: 0.8730Epoch 00823: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.0288e-04 - acc: 0.8715 - val_loss: 0.0015 - val_acc: 0.8364
Epoch 825/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.0161e-04 - acc: 0.8835Epoch 00824: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.0215e-04 - acc: 0.8808 - val_loss: 0.0014 - val_acc: 0.8388
Epoch 826/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.0805e-04 - acc: 0.8613Epoch 00825: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.1003e-04 - acc: 0.8616 - val_loss: 0.0014 - val_acc: 0.8388
Epoch 827/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.0067e-04 - acc: 0.8685Epoch 00826: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.0211e-04 - acc: 0.8680 - val_loss: 0.0014 - val_acc: 0.8318
Epoch 828/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.1316e-04 - acc: 0.8659Epoch 00827: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.0892e-04 - acc: 0.8651 - val_loss: 0.0013 - val_acc: 0.8388
Epoch 829/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.1075e-04 - acc: 0.8763Epoch 00828: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.0825e-04 - acc: 0.8768 - val_loss: 0.0014 - val_acc: 0.8388
Epoch 830/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.0254e-04 - acc: 0.8809Epoch 00829: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.0330e-04 - acc: 0.8861 - val_loss: 0.0016 - val_acc: 0.8318
Epoch 831/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.0071e-04 - acc: 0.8678Epoch 00830: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.0101e-04 - acc: 0.8686 - val_loss: 0.0015 - val_acc: 0.8318
Epoch 832/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.0202e-04 - acc: 0.8789Epoch 00831: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.0573e-04 - acc: 0.8826 - val_loss: 0.0014 - val_acc: 0.8201
Epoch 833/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.0371e-04 - acc: 0.8893Epoch 00832: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.0258e-04 - acc: 0.8855 - val_loss: 0.0014 - val_acc: 0.8294
Epoch 834/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.9752e-04 - acc: 0.8639Epoch 00833: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.9849e-04 - acc: 0.8662 - val_loss: 0.0016 - val_acc: 0.8411
Epoch 835/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.9959e-04 - acc: 0.8815Epoch 00834: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.0023e-04 - acc: 0.8814 - val_loss: 0.0015 - val_acc: 0.8364
Epoch 836/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.9477e-04 - acc: 0.8783Epoch 00835: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.9632e-04 - acc: 0.8808 - val_loss: 0.0014 - val_acc: 0.8318
Epoch 837/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.8958e-04 - acc: 0.8685Epoch 00836: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.9158e-04 - acc: 0.8692 - val_loss: 0.0014 - val_acc: 0.8388
Epoch 838/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.0121e-04 - acc: 0.8757Epoch 00837: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.0093e-04 - acc: 0.8738 - val_loss: 0.0014 - val_acc: 0.8411
Epoch 839/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.9139e-04 - acc: 0.8848Epoch 00838: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.9140e-04 - acc: 0.8867 - val_loss: 0.0015 - val_acc: 0.8411
Epoch 840/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.9475e-04 - acc: 0.8724Epoch 00839: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.9516e-04 - acc: 0.8779 - val_loss: 0.0014 - val_acc: 0.8341
Epoch 841/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.9551e-04 - acc: 0.8828Epoch 00840: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.9633e-04 - acc: 0.8826 - val_loss: 0.0016 - val_acc: 0.8341
Epoch 842/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.9404e-04 - acc: 0.8743Epoch 00841: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.9506e-04 - acc: 0.8738 - val_loss: 0.0015 - val_acc: 0.8248
Epoch 843/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.8881e-04 - acc: 0.8711Epoch 00842: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.9014e-04 - acc: 0.8715 - val_loss: 0.0018 - val_acc: 0.8364
Epoch 844/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.2065e-04 - acc: 0.8809Epoch 00843: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.2409e-04 - acc: 0.8768 - val_loss: 0.0014 - val_acc: 0.8388
Epoch 845/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.1840e-04 - acc: 0.8763Epoch 00844: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.1555e-04 - acc: 0.8773 - val_loss: 0.0013 - val_acc: 0.8294
Epoch 846/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.0690e-04 - acc: 0.8750Epoch 00845: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.0830e-04 - acc: 0.8762 - val_loss: 0.0015 - val_acc: 0.8248
Epoch 847/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.9647e-04 - acc: 0.8750Epoch 00846: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.9742e-04 - acc: 0.8756 - val_loss: 0.0014 - val_acc: 0.8388
Epoch 848/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.8424e-04 - acc: 0.8796Epoch 00847: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.8767e-04 - acc: 0.8820 - val_loss: 0.0015 - val_acc: 0.8318
Epoch 849/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.8331e-04 - acc: 0.8743Epoch 00848: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.8479e-04 - acc: 0.8744 - val_loss: 0.0014 - val_acc: 0.8318
Epoch 850/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.8469e-04 - acc: 0.8776Epoch 00849: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.8460e-04 - acc: 0.8797 - val_loss: 0.0016 - val_acc: 0.8341
Epoch 851/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.9256e-04 - acc: 0.8659Epoch 00850: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.9439e-04 - acc: 0.8668 - val_loss: 0.0014 - val_acc: 0.8341
Epoch 852/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.9289e-04 - acc: 0.8880Epoch 00851: val_loss improved from 0.00131 to 0.00122, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 3.9123e-04 - acc: 0.8843 - val_loss: 0.0012 - val_acc: 0.8388
Epoch 853/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.0504e-04 - acc: 0.8776Epoch 00852: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.0865e-04 - acc: 0.8779 - val_loss: 0.0015 - val_acc: 0.8435
Epoch 854/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.9967e-04 - acc: 0.8730Epoch 00853: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.0476e-04 - acc: 0.8709 - val_loss: 0.0017 - val_acc: 0.8388
Epoch 855/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.2382e-04 - acc: 0.8620Epoch 00854: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.2052e-04 - acc: 0.8639 - val_loss: 0.0017 - val_acc: 0.8341
Epoch 856/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 4.1253e-04 - acc: 0.8776Epoch 00855: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 4.0971e-04 - acc: 0.8808 - val_loss: 0.0017 - val_acc: 0.8364
Epoch 857/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.9539e-04 - acc: 0.8835Epoch 00856: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.9559e-04 - acc: 0.8838 - val_loss: 0.0015 - val_acc: 0.8271
Epoch 858/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.8306e-04 - acc: 0.8659Epoch 00857: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.8311e-04 - acc: 0.8715 - val_loss: 0.0017 - val_acc: 0.8271
Epoch 859/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.9926e-04 - acc: 0.8730Epoch 00858: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.9455e-04 - acc: 0.8721 - val_loss: 0.0015 - val_acc: 0.8388
Epoch 860/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.7230e-04 - acc: 0.8770Epoch 00859: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.7371e-04 - acc: 0.8785 - val_loss: 0.0014 - val_acc: 0.8318
Epoch 861/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.8153e-04 - acc: 0.8841Epoch 00860: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.8135e-04 - acc: 0.8849 - val_loss: 0.0013 - val_acc: 0.8364
Epoch 862/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.8791e-04 - acc: 0.8652Epoch 00861: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.8398e-04 - acc: 0.8662 - val_loss: 0.0014 - val_acc: 0.8341
Epoch 863/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.8324e-04 - acc: 0.8815Epoch 00862: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.7965e-04 - acc: 0.8843 - val_loss: 0.0013 - val_acc: 0.8248
Epoch 864/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.8222e-04 - acc: 0.8783Epoch 00863: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.8147e-04 - acc: 0.8773 - val_loss: 0.0013 - val_acc: 0.8294
Epoch 865/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.8709e-04 - acc: 0.8900Epoch 00864: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.8654e-04 - acc: 0.8849 - val_loss: 0.0016 - val_acc: 0.8364
Epoch 866/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.8812e-04 - acc: 0.8704Epoch 00865: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.8961e-04 - acc: 0.8738 - val_loss: 0.0016 - val_acc: 0.8364
Epoch 867/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.9502e-04 - acc: 0.8737Epoch 00866: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.9512e-04 - acc: 0.8738 - val_loss: 0.0016 - val_acc: 0.8341
Epoch 868/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.9792e-04 - acc: 0.8913Epoch 00867: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.9842e-04 - acc: 0.8908 - val_loss: 0.0015 - val_acc: 0.8388
Epoch 869/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.8890e-04 - acc: 0.8665Epoch 00868: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.8811e-04 - acc: 0.8709 - val_loss: 0.0013 - val_acc: 0.8318
Epoch 870/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.9956e-04 - acc: 0.8906Epoch 00869: val_loss improved from 0.00122 to 0.00120, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 3.9791e-04 - acc: 0.8890 - val_loss: 0.0012 - val_acc: 0.8481
Epoch 871/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.9304e-04 - acc: 0.8848Epoch 00870: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.9175e-04 - acc: 0.8879 - val_loss: 0.0013 - val_acc: 0.8294
Epoch 872/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.7733e-04 - acc: 0.8848Epoch 00871: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.7514e-04 - acc: 0.8867 - val_loss: 0.0014 - val_acc: 0.8271
Epoch 873/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.7728e-04 - acc: 0.8926Epoch 00872: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.7828e-04 - acc: 0.8902 - val_loss: 0.0016 - val_acc: 0.8388
Epoch 874/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.7951e-04 - acc: 0.8815Epoch 00873: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.7686e-04 - acc: 0.8814 - val_loss: 0.0015 - val_acc: 0.8248
Epoch 875/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.6986e-04 - acc: 0.8763Epoch 00874: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.7111e-04 - acc: 0.8738 - val_loss: 0.0015 - val_acc: 0.8318
Epoch 876/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.9933e-04 - acc: 0.8770Epoch 00875: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.9783e-04 - acc: 0.8791 - val_loss: 0.0014 - val_acc: 0.8388
Epoch 877/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.6592e-04 - acc: 0.8809Epoch 00876: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.6649e-04 - acc: 0.8803 - val_loss: 0.0014 - val_acc: 0.8411
Epoch 878/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.6808e-04 - acc: 0.8861Epoch 00877: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.7294e-04 - acc: 0.8814 - val_loss: 0.0014 - val_acc: 0.8435
Epoch 879/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.7174e-04 - acc: 0.8815Epoch 00878: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.7316e-04 - acc: 0.8797 - val_loss: 0.0015 - val_acc: 0.8364
Epoch 880/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.7218e-04 - acc: 0.8717Epoch 00879: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.7170e-04 - acc: 0.8779 - val_loss: 0.0015 - val_acc: 0.8294
Epoch 881/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.7298e-04 - acc: 0.8828Epoch 00880: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.7187e-04 - acc: 0.8826 - val_loss: 0.0016 - val_acc: 0.8364
Epoch 882/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.7374e-04 - acc: 0.8750Epoch 00881: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.7196e-04 - acc: 0.8791 - val_loss: 0.0013 - val_acc: 0.8364
Epoch 883/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.7722e-04 - acc: 0.8639Epoch 00882: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.7650e-04 - acc: 0.8680 - val_loss: 0.0013 - val_acc: 0.8435
Epoch 884/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.7928e-04 - acc: 0.8802Epoch 00883: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.8151e-04 - acc: 0.8738 - val_loss: 0.0015 - val_acc: 0.8411
Epoch 885/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.7218e-04 - acc: 0.8926Epoch 00884: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.7219e-04 - acc: 0.8943 - val_loss: 0.0016 - val_acc: 0.8318
Epoch 886/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.7786e-04 - acc: 0.8757Epoch 00885: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.7563e-04 - acc: 0.8779 - val_loss: 0.0014 - val_acc: 0.8364
Epoch 887/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.7360e-04 - acc: 0.8757Epoch 00886: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.7257e-04 - acc: 0.8756 - val_loss: 0.0012 - val_acc: 0.8411
Epoch 888/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.7226e-04 - acc: 0.8730Epoch 00887: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.7232e-04 - acc: 0.8750 - val_loss: 0.0014 - val_acc: 0.8364
Epoch 889/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.6265e-04 - acc: 0.8854Epoch 00888: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.6461e-04 - acc: 0.8791 - val_loss: 0.0015 - val_acc: 0.8458
Epoch 890/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.6678e-04 - acc: 0.8822Epoch 00889: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.6859e-04 - acc: 0.8832 - val_loss: 0.0013 - val_acc: 0.8388
Epoch 891/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.6875e-04 - acc: 0.8867Epoch 00890: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.7015e-04 - acc: 0.8838 - val_loss: 0.0014 - val_acc: 0.8364
Epoch 892/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.7362e-04 - acc: 0.8809Epoch 00891: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.6964e-04 - acc: 0.8808 - val_loss: 0.0015 - val_acc: 0.8341
Epoch 893/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.6325e-04 - acc: 0.8848Epoch 00892: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.6708e-04 - acc: 0.8849 - val_loss: 0.0015 - val_acc: 0.8364
Epoch 894/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.8007e-04 - acc: 0.8822Epoch 00893: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.8162e-04 - acc: 0.8808 - val_loss: 0.0014 - val_acc: 0.8248
Epoch 895/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.5839e-04 - acc: 0.8835Epoch 00894: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.5868e-04 - acc: 0.8855 - val_loss: 0.0012 - val_acc: 0.8248
Epoch 896/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.9173e-04 - acc: 0.8796Epoch 00895: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.9609e-04 - acc: 0.8826 - val_loss: 0.0015 - val_acc: 0.8271
Epoch 897/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.7337e-04 - acc: 0.8815Epoch 00896: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.7491e-04 - acc: 0.8803 - val_loss: 0.0013 - val_acc: 0.8435
Epoch 898/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.7012e-04 - acc: 0.8822Epoch 00897: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.7025e-04 - acc: 0.8785 - val_loss: 0.0014 - val_acc: 0.8341
Epoch 899/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.6931e-04 - acc: 0.8809Epoch 00898: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.6836e-04 - acc: 0.8803 - val_loss: 0.0013 - val_acc: 0.8435
Epoch 900/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.6796e-04 - acc: 0.8757Epoch 00899: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.6678e-04 - acc: 0.8744 - val_loss: 0.0014 - val_acc: 0.8318
Epoch 901/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.6201e-04 - acc: 0.8763Epoch 00900: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.6384e-04 - acc: 0.8762 - val_loss: 0.0015 - val_acc: 0.8271
Epoch 902/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.5690e-04 - acc: 0.8796Epoch 00901: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.5755e-04 - acc: 0.8855 - val_loss: 0.0014 - val_acc: 0.8364
Epoch 903/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.5108e-04 - acc: 0.8737Epoch 00902: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.5165e-04 - acc: 0.8727 - val_loss: 0.0015 - val_acc: 0.8364
Epoch 904/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.5398e-04 - acc: 0.8939Epoch 00903: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.5564e-04 - acc: 0.8978 - val_loss: 0.0015 - val_acc: 0.8318
Epoch 905/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.5805e-04 - acc: 0.8796Epoch 00904: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.5686e-04 - acc: 0.8814 - val_loss: 0.0012 - val_acc: 0.8341
Epoch 906/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.6797e-04 - acc: 0.8711Epoch 00905: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.6493e-04 - acc: 0.8703 - val_loss: 0.0013 - val_acc: 0.8388
Epoch 907/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.5354e-04 - acc: 0.8848Epoch 00906: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.5667e-04 - acc: 0.8873 - val_loss: 0.0013 - val_acc: 0.8435
Epoch 908/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.5260e-04 - acc: 0.8900Epoch 00907: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.5254e-04 - acc: 0.8896 - val_loss: 0.0013 - val_acc: 0.8341
Epoch 909/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.5757e-04 - acc: 0.8835Epoch 00908: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.5745e-04 - acc: 0.8838 - val_loss: 0.0013 - val_acc: 0.8294
Epoch 910/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.6063e-04 - acc: 0.8763Epoch 00909: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.5931e-04 - acc: 0.8738 - val_loss: 0.0014 - val_acc: 0.8364
Epoch 911/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.5091e-04 - acc: 0.8939Epoch 00910: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.5072e-04 - acc: 0.8879 - val_loss: 0.0013 - val_acc: 0.8271
Epoch 912/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.4526e-04 - acc: 0.8919Epoch 00911: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.4837e-04 - acc: 0.8931 - val_loss: 0.0013 - val_acc: 0.8248
Epoch 913/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.6404e-04 - acc: 0.8743Epoch 00912: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.6472e-04 - acc: 0.8738 - val_loss: 0.0014 - val_acc: 0.8294
Epoch 914/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.6264e-04 - acc: 0.8809Epoch 00913: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.5944e-04 - acc: 0.8803 - val_loss: 0.0014 - val_acc: 0.8294
Epoch 915/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.4774e-04 - acc: 0.8763Epoch 00914: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.4801e-04 - acc: 0.8768 - val_loss: 0.0013 - val_acc: 0.8271
Epoch 916/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.5871e-04 - acc: 0.8750Epoch 00915: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.5797e-04 - acc: 0.8791 - val_loss: 0.0012 - val_acc: 0.8364
Epoch 917/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.6015e-04 - acc: 0.8822Epoch 00916: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.5807e-04 - acc: 0.8814 - val_loss: 0.0014 - val_acc: 0.8388
Epoch 918/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.5138e-04 - acc: 0.8880Epoch 00917: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.4935e-04 - acc: 0.8884 - val_loss: 0.0014 - val_acc: 0.8411
Epoch 919/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.4355e-04 - acc: 0.8763Epoch 00918: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.4136e-04 - acc: 0.8791 - val_loss: 0.0014 - val_acc: 0.8364
Epoch 920/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.5598e-04 - acc: 0.8939Epoch 00919: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.5795e-04 - acc: 0.8902 - val_loss: 0.0013 - val_acc: 0.8318
Epoch 921/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.4827e-04 - acc: 0.8854Epoch 00920: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.4960e-04 - acc: 0.8826 - val_loss: 0.0015 - val_acc: 0.8411
Epoch 922/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.5147e-04 - acc: 0.8711Epoch 00921: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.5171e-04 - acc: 0.8674 - val_loss: 0.0015 - val_acc: 0.8271
Epoch 923/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.6417e-04 - acc: 0.8770Epoch 00922: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.6305e-04 - acc: 0.8791 - val_loss: 0.0014 - val_acc: 0.8388
Epoch 924/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.5714e-04 - acc: 0.8783Epoch 00923: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.5821e-04 - acc: 0.8773 - val_loss: 0.0013 - val_acc: 0.8341
Epoch 925/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.6445e-04 - acc: 0.8880Epoch 00924: val_loss improved from 0.00120 to 0.00116, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 3.6342e-04 - acc: 0.8843 - val_loss: 0.0012 - val_acc: 0.8411
Epoch 926/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.7326e-04 - acc: 0.8776Epoch 00925: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.7240e-04 - acc: 0.8768 - val_loss: 0.0012 - val_acc: 0.8248
Epoch 927/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.4634e-04 - acc: 0.8815Epoch 00926: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.4738e-04 - acc: 0.8803 - val_loss: 0.0014 - val_acc: 0.8481
Epoch 928/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.4962e-04 - acc: 0.8835Epoch 00927: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.4882e-04 - acc: 0.8884 - val_loss: 0.0015 - val_acc: 0.8388
Epoch 929/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.5030e-04 - acc: 0.8802Epoch 00928: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.5003e-04 - acc: 0.8773 - val_loss: 0.0014 - val_acc: 0.8411
Epoch 930/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.5449e-04 - acc: 0.8958Epoch 00929: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.5202e-04 - acc: 0.8966 - val_loss: 0.0014 - val_acc: 0.8388
Epoch 931/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.4345e-04 - acc: 0.8932Epoch 00930: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.4469e-04 - acc: 0.8931 - val_loss: 0.0013 - val_acc: 0.8318
Epoch 932/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.4495e-04 - acc: 0.8919Epoch 00931: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.4666e-04 - acc: 0.8919 - val_loss: 0.0014 - val_acc: 0.8248
Epoch 933/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.4105e-04 - acc: 0.8952Epoch 00932: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.4382e-04 - acc: 0.8919 - val_loss: 0.0014 - val_acc: 0.8364
Epoch 934/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.4378e-04 - acc: 0.8770Epoch 00933: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.4476e-04 - acc: 0.8791 - val_loss: 0.0014 - val_acc: 0.8388
Epoch 935/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.4577e-04 - acc: 0.8848Epoch 00934: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.4766e-04 - acc: 0.8838 - val_loss: 0.0013 - val_acc: 0.8271
Epoch 936/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.3924e-04 - acc: 0.8893Epoch 00935: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.4451e-04 - acc: 0.8855 - val_loss: 0.0015 - val_acc: 0.8341
Epoch 937/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.3836e-04 - acc: 0.8809Epoch 00936: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.3569e-04 - acc: 0.8826 - val_loss: 0.0014 - val_acc: 0.8388
Epoch 938/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.4073e-04 - acc: 0.8874Epoch 00937: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.3936e-04 - acc: 0.8879 - val_loss: 0.0014 - val_acc: 0.8271
Epoch 939/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.3907e-04 - acc: 0.8796Epoch 00938: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.3874e-04 - acc: 0.8768 - val_loss: 0.0014 - val_acc: 0.8248
Epoch 940/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.3533e-04 - acc: 0.8913Epoch 00939: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.3865e-04 - acc: 0.8908 - val_loss: 0.0014 - val_acc: 0.8411
Epoch 941/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.4135e-04 - acc: 0.8809Epoch 00940: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.4328e-04 - acc: 0.8820 - val_loss: 0.0013 - val_acc: 0.8411
Epoch 942/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.4974e-04 - acc: 0.8867Epoch 00941: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.4964e-04 - acc: 0.8879 - val_loss: 0.0012 - val_acc: 0.8364
Epoch 943/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.4866e-04 - acc: 0.8822Epoch 00942: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.4839e-04 - acc: 0.8791 - val_loss: 0.0013 - val_acc: 0.8248
Epoch 944/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.3928e-04 - acc: 0.8763Epoch 00943: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.4232e-04 - acc: 0.8773 - val_loss: 0.0014 - val_acc: 0.8341
Epoch 945/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.4859e-04 - acc: 0.8809Epoch 00944: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.4643e-04 - acc: 0.8808 - val_loss: 0.0014 - val_acc: 0.8411
Epoch 946/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.4585e-04 - acc: 0.8874Epoch 00945: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.4400e-04 - acc: 0.8867 - val_loss: 0.0012 - val_acc: 0.8411
Epoch 947/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.6398e-04 - acc: 0.8822Epoch 00946: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.6017e-04 - acc: 0.8820 - val_loss: 0.0012 - val_acc: 0.8201
Epoch 948/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.5221e-04 - acc: 0.8978Epoch 00947: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.5435e-04 - acc: 0.9013 - val_loss: 0.0013 - val_acc: 0.8364
Epoch 949/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.4865e-04 - acc: 0.8893Epoch 00948: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.5023e-04 - acc: 0.8873 - val_loss: 0.0014 - val_acc: 0.8364
Epoch 950/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.3919e-04 - acc: 0.8880Epoch 00949: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.3940e-04 - acc: 0.8861 - val_loss: 0.0015 - val_acc: 0.8481
Epoch 951/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.4811e-04 - acc: 0.8815Epoch 00950: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.4905e-04 - acc: 0.8867 - val_loss: 0.0016 - val_acc: 0.8318
Epoch 952/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.5418e-04 - acc: 0.8984Epoch 00951: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.5186e-04 - acc: 0.8943 - val_loss: 0.0015 - val_acc: 0.8224
Epoch 953/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.3802e-04 - acc: 0.8926Epoch 00952: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.3724e-04 - acc: 0.8931 - val_loss: 0.0015 - val_acc: 0.8318
Epoch 954/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.3963e-04 - acc: 0.8854Epoch 00953: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.3965e-04 - acc: 0.8861 - val_loss: 0.0014 - val_acc: 0.8411
Epoch 955/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.3864e-04 - acc: 0.8913Epoch 00954: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.3746e-04 - acc: 0.8914 - val_loss: 0.0012 - val_acc: 0.8271
Epoch 956/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.5873e-04 - acc: 0.8971Epoch 00955: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.6063e-04 - acc: 0.8978 - val_loss: 0.0013 - val_acc: 0.8341
Epoch 957/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.4906e-04 - acc: 0.8743Epoch 00956: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.4993e-04 - acc: 0.8791 - val_loss: 0.0013 - val_acc: 0.8528
Epoch 958/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.4647e-04 - acc: 0.8691Epoch 00957: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.4713e-04 - acc: 0.8738 - val_loss: 0.0013 - val_acc: 0.8481
Epoch 959/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.4789e-04 - acc: 0.8880Epoch 00958: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.4359e-04 - acc: 0.8896 - val_loss: 0.0014 - val_acc: 0.8341
Epoch 960/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.3233e-04 - acc: 0.8874Epoch 00959: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.3339e-04 - acc: 0.8861 - val_loss: 0.0013 - val_acc: 0.8388
Epoch 961/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.3165e-04 - acc: 0.8906Epoch 00960: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.3402e-04 - acc: 0.8908 - val_loss: 0.0012 - val_acc: 0.8411
Epoch 962/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.4004e-04 - acc: 0.8802Epoch 00961: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.3632e-04 - acc: 0.8814 - val_loss: 0.0012 - val_acc: 0.8481
Epoch 963/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.3050e-04 - acc: 0.8763Epoch 00962: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.3194e-04 - acc: 0.8803 - val_loss: 0.0013 - val_acc: 0.8224
Epoch 964/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2722e-04 - acc: 0.8880Epoch 00963: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2750e-04 - acc: 0.8884 - val_loss: 0.0013 - val_acc: 0.8318
Epoch 965/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.3572e-04 - acc: 0.8802Epoch 00964: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.3476e-04 - acc: 0.8808 - val_loss: 0.0013 - val_acc: 0.8364
Epoch 966/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2933e-04 - acc: 0.8939Epoch 00965: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2826e-04 - acc: 0.8914 - val_loss: 0.0013 - val_acc: 0.8294
Epoch 967/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.3445e-04 - acc: 0.8848Epoch 00966: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.3444e-04 - acc: 0.8861 - val_loss: 0.0012 - val_acc: 0.8294
Epoch 968/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2852e-04 - acc: 0.8757Epoch 00967: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2937e-04 - acc: 0.8762 - val_loss: 0.0013 - val_acc: 0.8481
Epoch 969/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2832e-04 - acc: 0.8867Epoch 00968: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.3074e-04 - acc: 0.8873 - val_loss: 0.0014 - val_acc: 0.8364
Epoch 970/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.3678e-04 - acc: 0.8861Epoch 00969: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.3607e-04 - acc: 0.8861 - val_loss: 0.0013 - val_acc: 0.8411
Epoch 971/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2349e-04 - acc: 0.8796Epoch 00970: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2444e-04 - acc: 0.8820 - val_loss: 0.0012 - val_acc: 0.8318
Epoch 972/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.3754e-04 - acc: 0.8861Epoch 00971: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.3580e-04 - acc: 0.8832 - val_loss: 0.0012 - val_acc: 0.8364
Epoch 973/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2432e-04 - acc: 0.8880Epoch 00972: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2402e-04 - acc: 0.8896 - val_loss: 0.0012 - val_acc: 0.8411
Epoch 974/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.3387e-04 - acc: 0.8919Epoch 00973: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.3524e-04 - acc: 0.8919 - val_loss: 0.0013 - val_acc: 0.8364
Epoch 975/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2292e-04 - acc: 0.9017Epoch 00974: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2098e-04 - acc: 0.9030 - val_loss: 0.0014 - val_acc: 0.8318
Epoch 976/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1832e-04 - acc: 0.8854Epoch 00975: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2061e-04 - acc: 0.8890 - val_loss: 0.0013 - val_acc: 0.8201
Epoch 977/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2033e-04 - acc: 0.8978Epoch 00976: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2101e-04 - acc: 0.8919 - val_loss: 0.0013 - val_acc: 0.8435
Epoch 978/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1269e-04 - acc: 0.8822Epoch 00977: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1296e-04 - acc: 0.8808 - val_loss: 0.0013 - val_acc: 0.8435
Epoch 979/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2277e-04 - acc: 0.8919Epoch 00978: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2561e-04 - acc: 0.8867 - val_loss: 0.0014 - val_acc: 0.8388
Epoch 980/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.3545e-04 - acc: 0.8978Epoch 00979: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.3543e-04 - acc: 0.8972 - val_loss: 0.0013 - val_acc: 0.8294
Epoch 981/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.3374e-04 - acc: 0.8874Epoch 00980: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.3378e-04 - acc: 0.8849 - val_loss: 0.0012 - val_acc: 0.8318
Epoch 982/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2685e-04 - acc: 0.8971Epoch 00981: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2508e-04 - acc: 0.8989 - val_loss: 0.0013 - val_acc: 0.8364
Epoch 983/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2672e-04 - acc: 0.8874Epoch 00982: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2916e-04 - acc: 0.8873 - val_loss: 0.0014 - val_acc: 0.8318
Epoch 984/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2033e-04 - acc: 0.8919Epoch 00983: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1777e-04 - acc: 0.8914 - val_loss: 0.0014 - val_acc: 0.8411
Epoch 985/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1939e-04 - acc: 0.8991Epoch 00984: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2092e-04 - acc: 0.8943 - val_loss: 0.0013 - val_acc: 0.8294
Epoch 986/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.3331e-04 - acc: 0.8874Epoch 00985: val_loss improved from 0.00116 to 0.00114, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 3.3143e-04 - acc: 0.8849 - val_loss: 0.0011 - val_acc: 0.8341
Epoch 987/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.4985e-04 - acc: 0.8893Epoch 00986: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.4688e-04 - acc: 0.8896 - val_loss: 0.0012 - val_acc: 0.8388
Epoch 988/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2341e-04 - acc: 0.8893Epoch 00987: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2378e-04 - acc: 0.8902 - val_loss: 0.0013 - val_acc: 0.8411
Epoch 989/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1822e-04 - acc: 0.8867Epoch 00988: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1722e-04 - acc: 0.8873 - val_loss: 0.0014 - val_acc: 0.8435
Epoch 990/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2505e-04 - acc: 0.8861Epoch 00989: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2408e-04 - acc: 0.8855 - val_loss: 0.0014 - val_acc: 0.8364
Epoch 991/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2173e-04 - acc: 0.8828Epoch 00990: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2038e-04 - acc: 0.8832 - val_loss: 0.0014 - val_acc: 0.8388
Epoch 992/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2485e-04 - acc: 0.8932Epoch 00991: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2225e-04 - acc: 0.8925 - val_loss: 0.0015 - val_acc: 0.8341
Epoch 993/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2288e-04 - acc: 0.8874Epoch 00992: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2471e-04 - acc: 0.8855 - val_loss: 0.0013 - val_acc: 0.8318
Epoch 994/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2661e-04 - acc: 0.8861Epoch 00993: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2515e-04 - acc: 0.8879 - val_loss: 0.0013 - val_acc: 0.8318
Epoch 995/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1517e-04 - acc: 0.8971Epoch 00994: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1690e-04 - acc: 0.8943 - val_loss: 0.0012 - val_acc: 0.8271
Epoch 996/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1243e-04 - acc: 0.8945Epoch 00995: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1182e-04 - acc: 0.8972 - val_loss: 0.0013 - val_acc: 0.8341
Epoch 997/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1851e-04 - acc: 0.8893Epoch 00996: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2062e-04 - acc: 0.8861 - val_loss: 0.0015 - val_acc: 0.8388
Epoch 998/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2797e-04 - acc: 0.8887Epoch 00997: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2865e-04 - acc: 0.8914 - val_loss: 0.0014 - val_acc: 0.8364
Epoch 999/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2600e-04 - acc: 0.8971Epoch 00998: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2577e-04 - acc: 0.8984 - val_loss: 0.0014 - val_acc: 0.8294
Epoch 1000/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2267e-04 - acc: 0.9010Epoch 00999: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2225e-04 - acc: 0.9001 - val_loss: 0.0014 - val_acc: 0.8411
Epoch 1001/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1552e-04 - acc: 0.8926Epoch 01000: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1895e-04 - acc: 0.8937 - val_loss: 0.0013 - val_acc: 0.8341
Epoch 1002/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1755e-04 - acc: 0.8952Epoch 01001: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1722e-04 - acc: 0.8919 - val_loss: 0.0013 - val_acc: 0.8318
Epoch 1003/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1851e-04 - acc: 0.8919Epoch 01002: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1786e-04 - acc: 0.8908 - val_loss: 0.0013 - val_acc: 0.8411
Epoch 1004/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1510e-04 - acc: 0.8848Epoch 01003: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1685e-04 - acc: 0.8803 - val_loss: 0.0013 - val_acc: 0.8388
Epoch 1005/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1603e-04 - acc: 0.8880Epoch 01004: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1673e-04 - acc: 0.8890 - val_loss: 0.0015 - val_acc: 0.8481
Epoch 1006/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1532e-04 - acc: 0.8932Epoch 01005: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1721e-04 - acc: 0.8937 - val_loss: 0.0012 - val_acc: 0.8318
Epoch 1007/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2109e-04 - acc: 0.8997Epoch 01006: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2210e-04 - acc: 0.8949 - val_loss: 0.0012 - val_acc: 0.8318
Epoch 1008/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1551e-04 - acc: 0.8919Epoch 01007: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1525e-04 - acc: 0.8937 - val_loss: 0.0015 - val_acc: 0.8271
Epoch 1009/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1444e-04 - acc: 0.8789Epoch 01008: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1134e-04 - acc: 0.8762 - val_loss: 0.0014 - val_acc: 0.8201
Epoch 1010/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1704e-04 - acc: 0.8952Epoch 01009: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1838e-04 - acc: 0.8949 - val_loss: 0.0012 - val_acc: 0.8435
Epoch 1011/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1465e-04 - acc: 0.9036Epoch 01010: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1532e-04 - acc: 0.9007 - val_loss: 0.0012 - val_acc: 0.8341
Epoch 1012/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1485e-04 - acc: 0.9004Epoch 01011: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1748e-04 - acc: 0.9007 - val_loss: 0.0014 - val_acc: 0.8294
Epoch 1013/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1199e-04 - acc: 0.9069Epoch 01012: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1224e-04 - acc: 0.9060 - val_loss: 0.0014 - val_acc: 0.8364
Epoch 1014/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0990e-04 - acc: 0.8971Epoch 01013: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1073e-04 - acc: 0.8949 - val_loss: 0.0013 - val_acc: 0.8388
Epoch 1015/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0972e-04 - acc: 0.8796Epoch 01014: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1044e-04 - acc: 0.8779 - val_loss: 0.0012 - val_acc: 0.8364
Epoch 1016/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0749e-04 - acc: 0.8913Epoch 01015: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0655e-04 - acc: 0.8943 - val_loss: 0.0013 - val_acc: 0.8341
Epoch 1017/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0935e-04 - acc: 0.8978Epoch 01016: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0608e-04 - acc: 0.9019 - val_loss: 0.0013 - val_acc: 0.8364
Epoch 1018/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0295e-04 - acc: 0.8880Epoch 01017: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0425e-04 - acc: 0.8919 - val_loss: 0.0011 - val_acc: 0.8271
Epoch 1019/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2761e-04 - acc: 0.8887Epoch 01018: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2375e-04 - acc: 0.8879 - val_loss: 0.0014 - val_acc: 0.8224
Epoch 1020/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1703e-04 - acc: 0.9010Epoch 01019: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1712e-04 - acc: 0.9007 - val_loss: 0.0013 - val_acc: 0.8294
Epoch 1021/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1176e-04 - acc: 0.8841Epoch 01020: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1086e-04 - acc: 0.8884 - val_loss: 0.0012 - val_acc: 0.8364
Epoch 1022/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0534e-04 - acc: 0.9004Epoch 01021: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0491e-04 - acc: 0.9001 - val_loss: 0.0013 - val_acc: 0.8481
Epoch 1023/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0643e-04 - acc: 0.8861Epoch 01022: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0665e-04 - acc: 0.8820 - val_loss: 0.0012 - val_acc: 0.8458
Epoch 1024/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1222e-04 - acc: 0.9017Epoch 01023: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1494e-04 - acc: 0.9019 - val_loss: 0.0014 - val_acc: 0.8388
Epoch 1025/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2666e-04 - acc: 0.8880Epoch 01024: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.3152e-04 - acc: 0.8884 - val_loss: 0.0013 - val_acc: 0.8178
Epoch 1026/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2215e-04 - acc: 0.8926Epoch 01025: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2371e-04 - acc: 0.8943 - val_loss: 0.0012 - val_acc: 0.8341
Epoch 1027/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2732e-04 - acc: 0.8958Epoch 01026: val_loss improved from 0.00114 to 0.00114, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 3.2684e-04 - acc: 0.8954 - val_loss: 0.0011 - val_acc: 0.8154
Epoch 1028/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.2442e-04 - acc: 0.8789Epoch 01027: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.2389e-04 - acc: 0.8808 - val_loss: 0.0012 - val_acc: 0.8294
Epoch 1029/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1894e-04 - acc: 0.8939Epoch 01028: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1781e-04 - acc: 0.8925 - val_loss: 0.0012 - val_acc: 0.8341
Epoch 1030/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1172e-04 - acc: 0.8887Epoch 01029: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1217e-04 - acc: 0.8896 - val_loss: 0.0012 - val_acc: 0.8388
Epoch 1031/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1334e-04 - acc: 0.8789Epoch 01030: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1312e-04 - acc: 0.8849 - val_loss: 0.0013 - val_acc: 0.8458
Epoch 1032/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1026e-04 - acc: 0.8867Epoch 01031: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0931e-04 - acc: 0.8902 - val_loss: 0.0013 - val_acc: 0.8388
Epoch 1033/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0588e-04 - acc: 0.8874Epoch 01032: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0514e-04 - acc: 0.8849 - val_loss: 0.0013 - val_acc: 0.8388
Epoch 1034/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0456e-04 - acc: 0.9017Epoch 01033: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0974e-04 - acc: 0.8984 - val_loss: 0.0012 - val_acc: 0.8341
Epoch 1035/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0325e-04 - acc: 0.8978Epoch 01034: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0391e-04 - acc: 0.8949 - val_loss: 0.0012 - val_acc: 0.8341
Epoch 1036/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0791e-04 - acc: 0.8841Epoch 01035: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0713e-04 - acc: 0.8890 - val_loss: 0.0014 - val_acc: 0.8388
Epoch 1037/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1268e-04 - acc: 0.8887Epoch 01036: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1217e-04 - acc: 0.8914 - val_loss: 0.0013 - val_acc: 0.8411
Epoch 1038/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0912e-04 - acc: 0.8978Epoch 01037: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1030e-04 - acc: 0.8984 - val_loss: 0.0013 - val_acc: 0.8411
Epoch 1039/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0609e-04 - acc: 0.9004Epoch 01038: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0478e-04 - acc: 0.8954 - val_loss: 0.0012 - val_acc: 0.8318
Epoch 1040/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0352e-04 - acc: 0.8717Epoch 01039: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0192e-04 - acc: 0.8762 - val_loss: 0.0014 - val_acc: 0.8388
Epoch 1041/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0371e-04 - acc: 0.8958Epoch 01040: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0533e-04 - acc: 0.8954 - val_loss: 0.0012 - val_acc: 0.8364
Epoch 1042/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0958e-04 - acc: 0.8984Epoch 01041: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1052e-04 - acc: 0.9054 - val_loss: 0.0013 - val_acc: 0.8341
Epoch 1043/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9591e-04 - acc: 0.8900Epoch 01042: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9648e-04 - acc: 0.8931 - val_loss: 0.0013 - val_acc: 0.8318
Epoch 1044/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9691e-04 - acc: 0.8932Epoch 01043: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9669e-04 - acc: 0.8914 - val_loss: 0.0012 - val_acc: 0.8411
Epoch 1045/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0493e-04 - acc: 0.8854Epoch 01044: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0502e-04 - acc: 0.8838 - val_loss: 0.0012 - val_acc: 0.8318
Epoch 1046/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0322e-04 - acc: 0.8867Epoch 01045: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0129e-04 - acc: 0.8873 - val_loss: 0.0012 - val_acc: 0.8388
Epoch 1047/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9702e-04 - acc: 0.8965Epoch 01046: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9606e-04 - acc: 0.8954 - val_loss: 0.0012 - val_acc: 0.8364
Epoch 1048/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9554e-04 - acc: 0.9049Epoch 01047: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9606e-04 - acc: 0.9013 - val_loss: 0.0013 - val_acc: 0.8341
Epoch 1049/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9915e-04 - acc: 0.8997Epoch 01048: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9822e-04 - acc: 0.8984 - val_loss: 0.0013 - val_acc: 0.8388
Epoch 1050/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9819e-04 - acc: 0.8828Epoch 01049: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9729e-04 - acc: 0.8890 - val_loss: 0.0014 - val_acc: 0.8388
Epoch 1051/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9920e-04 - acc: 0.8900Epoch 01050: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9601e-04 - acc: 0.8896 - val_loss: 0.0014 - val_acc: 0.8411
Epoch 1052/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1348e-04 - acc: 0.8815Epoch 01051: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1199e-04 - acc: 0.8820 - val_loss: 0.0012 - val_acc: 0.8411
Epoch 1053/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0169e-04 - acc: 0.9089Epoch 01052: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0564e-04 - acc: 0.9095 - val_loss: 0.0014 - val_acc: 0.8388
Epoch 1054/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1061e-04 - acc: 0.8880Epoch 01053: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0700e-04 - acc: 0.8914 - val_loss: 0.0014 - val_acc: 0.8318
Epoch 1055/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0071e-04 - acc: 0.8887Epoch 01054: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9929e-04 - acc: 0.8879 - val_loss: 0.0013 - val_acc: 0.8364
Epoch 1056/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9968e-04 - acc: 0.8952Epoch 01055: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9924e-04 - acc: 0.8931 - val_loss: 0.0012 - val_acc: 0.8364
Epoch 1057/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9395e-04 - acc: 0.8880Epoch 01056: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9573e-04 - acc: 0.8867 - val_loss: 0.0013 - val_acc: 0.8318
Epoch 1058/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9352e-04 - acc: 0.8965Epoch 01057: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9435e-04 - acc: 0.8925 - val_loss: 0.0014 - val_acc: 0.8318
Epoch 1059/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0481e-04 - acc: 0.8978Epoch 01058: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0468e-04 - acc: 0.9001 - val_loss: 0.0015 - val_acc: 0.8388
Epoch 1060/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.1517e-04 - acc: 0.8945Epoch 01059: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1309e-04 - acc: 0.8954 - val_loss: 0.0014 - val_acc: 0.8341
Epoch 1061/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0559e-04 - acc: 0.8906Epoch 01060: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0629e-04 - acc: 0.8931 - val_loss: 0.0013 - val_acc: 0.8411
Epoch 1062/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8762e-04 - acc: 0.8958Epoch 01061: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9147e-04 - acc: 0.8925 - val_loss: 0.0012 - val_acc: 0.8341
Epoch 1063/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9907e-04 - acc: 0.8919Epoch 01062: val_loss improved from 0.00114 to 0.00113, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 3.0036e-04 - acc: 0.8949 - val_loss: 0.0011 - val_acc: 0.8318
Epoch 1064/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0257e-04 - acc: 0.9010Epoch 01063: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0153e-04 - acc: 0.9001 - val_loss: 0.0013 - val_acc: 0.8248
Epoch 1065/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9490e-04 - acc: 0.8945Epoch 01064: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9734e-04 - acc: 0.8914 - val_loss: 0.0012 - val_acc: 0.8388
Epoch 1066/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8793e-04 - acc: 0.8991Epoch 01065: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8717e-04 - acc: 0.9007 - val_loss: 0.0012 - val_acc: 0.8435
Epoch 1067/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9540e-04 - acc: 0.8867Epoch 01066: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9683e-04 - acc: 0.8890 - val_loss: 0.0014 - val_acc: 0.8341
Epoch 1068/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9236e-04 - acc: 0.9023Epoch 01067: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9303e-04 - acc: 0.8989 - val_loss: 0.0012 - val_acc: 0.8388
Epoch 1069/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9077e-04 - acc: 0.8991Epoch 01068: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9162e-04 - acc: 0.9013 - val_loss: 0.0013 - val_acc: 0.8411
Epoch 1070/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9277e-04 - acc: 0.8952Epoch 01069: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9341e-04 - acc: 0.8914 - val_loss: 0.0012 - val_acc: 0.8411
Epoch 1071/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8644e-04 - acc: 0.8932Epoch 01070: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8791e-04 - acc: 0.8937 - val_loss: 0.0012 - val_acc: 0.8435
Epoch 1072/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9113e-04 - acc: 0.9030Epoch 01071: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9172e-04 - acc: 0.9042 - val_loss: 0.0013 - val_acc: 0.8458
Epoch 1073/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8454e-04 - acc: 0.8828Epoch 01072: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8535e-04 - acc: 0.8849 - val_loss: 0.0012 - val_acc: 0.8364
Epoch 1074/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0204e-04 - acc: 0.9056Epoch 01073: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0080e-04 - acc: 0.9042 - val_loss: 0.0013 - val_acc: 0.8411
Epoch 1075/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9343e-04 - acc: 0.9049Epoch 01074: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9462e-04 - acc: 0.9054 - val_loss: 0.0013 - val_acc: 0.8435
Epoch 1076/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8664e-04 - acc: 0.8984Epoch 01075: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8514e-04 - acc: 0.8914 - val_loss: 0.0012 - val_acc: 0.8364
Epoch 1077/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9338e-04 - acc: 0.9023Epoch 01076: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9197e-04 - acc: 0.9007 - val_loss: 0.0012 - val_acc: 0.8364
Epoch 1078/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0416e-04 - acc: 0.8984Epoch 01077: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0639e-04 - acc: 0.8978 - val_loss: 0.0013 - val_acc: 0.8294
Epoch 1079/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9943e-04 - acc: 0.9017Epoch 01078: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0043e-04 - acc: 0.9065 - val_loss: 0.0014 - val_acc: 0.8435
Epoch 1080/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9590e-04 - acc: 0.8926Epoch 01079: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9484e-04 - acc: 0.8937 - val_loss: 0.0014 - val_acc: 0.8154
Epoch 1081/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9952e-04 - acc: 0.8965Epoch 01080: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9934e-04 - acc: 0.8984 - val_loss: 0.0014 - val_acc: 0.8061
Epoch 1082/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0586e-04 - acc: 0.8809Epoch 01081: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.1111e-04 - acc: 0.8791 - val_loss: 0.0011 - val_acc: 0.8294
Epoch 1083/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9300e-04 - acc: 0.8958Epoch 01082: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9616e-04 - acc: 0.8925 - val_loss: 0.0012 - val_acc: 0.8364
Epoch 1084/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9355e-04 - acc: 0.8828Epoch 01083: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9303e-04 - acc: 0.8843 - val_loss: 0.0012 - val_acc: 0.8248
Epoch 1085/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9297e-04 - acc: 0.8887Epoch 01084: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9207e-04 - acc: 0.8855 - val_loss: 0.0013 - val_acc: 0.8411
Epoch 1086/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8800e-04 - acc: 0.9056Epoch 01085: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8983e-04 - acc: 0.9042 - val_loss: 0.0013 - val_acc: 0.8294
Epoch 1087/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0347e-04 - acc: 0.8971Epoch 01086: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0333e-04 - acc: 0.8972 - val_loss: 0.0013 - val_acc: 0.8318
Epoch 1088/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9494e-04 - acc: 0.8978Epoch 01087: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9532e-04 - acc: 0.8989 - val_loss: 0.0012 - val_acc: 0.8201
Epoch 1089/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9114e-04 - acc: 0.9095Epoch 01088: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8944e-04 - acc: 0.9036 - val_loss: 0.0013 - val_acc: 0.8294
Epoch 1090/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7778e-04 - acc: 0.9023Epoch 01089: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7965e-04 - acc: 0.9013 - val_loss: 0.0013 - val_acc: 0.8388
Epoch 1091/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8259e-04 - acc: 0.8887Epoch 01090: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8393e-04 - acc: 0.8873 - val_loss: 0.0012 - val_acc: 0.8341
Epoch 1092/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8369e-04 - acc: 0.8841Epoch 01091: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8328e-04 - acc: 0.8826 - val_loss: 0.0013 - val_acc: 0.8364
Epoch 1093/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8285e-04 - acc: 0.9036Epoch 01092: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8456e-04 - acc: 0.9013 - val_loss: 0.0012 - val_acc: 0.8411
Epoch 1094/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7951e-04 - acc: 0.8919Epoch 01093: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8238e-04 - acc: 0.8925 - val_loss: 0.0013 - val_acc: 0.8364
Epoch 1095/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8629e-04 - acc: 0.9004Epoch 01094: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8557e-04 - acc: 0.9030 - val_loss: 0.0013 - val_acc: 0.8224
Epoch 1096/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8498e-04 - acc: 0.8945Epoch 01095: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8457e-04 - acc: 0.8954 - val_loss: 0.0013 - val_acc: 0.8435
Epoch 1097/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8661e-04 - acc: 0.8997Epoch 01096: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8991e-04 - acc: 0.8984 - val_loss: 0.0011 - val_acc: 0.8318
Epoch 1098/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9964e-04 - acc: 0.8984Epoch 01097: val_loss improved from 0.00113 to 0.00112, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 2.9772e-04 - acc: 0.9001 - val_loss: 0.0011 - val_acc: 0.8341
Epoch 1099/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9116e-04 - acc: 0.8926Epoch 01098: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9039e-04 - acc: 0.8925 - val_loss: 0.0012 - val_acc: 0.8341
Epoch 1100/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9354e-04 - acc: 0.9102Epoch 01099: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9199e-04 - acc: 0.9065 - val_loss: 0.0012 - val_acc: 0.8248
Epoch 1101/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9084e-04 - acc: 0.8789Epoch 01100: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9039e-04 - acc: 0.8797 - val_loss: 0.0012 - val_acc: 0.8294
Epoch 1102/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9836e-04 - acc: 0.9017Epoch 01101: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0077e-04 - acc: 0.8984 - val_loss: 0.0012 - val_acc: 0.8318
Epoch 1103/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8745e-04 - acc: 0.9102Epoch 01102: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8637e-04 - acc: 0.9106 - val_loss: 0.0012 - val_acc: 0.8341
Epoch 1104/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8098e-04 - acc: 0.8971Epoch 01103: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8043e-04 - acc: 0.8931 - val_loss: 0.0012 - val_acc: 0.8411
Epoch 1105/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8734e-04 - acc: 0.8978Epoch 01104: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8945e-04 - acc: 0.8966 - val_loss: 0.0013 - val_acc: 0.8364
Epoch 1106/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9077e-04 - acc: 0.8913Epoch 01105: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9086e-04 - acc: 0.8925 - val_loss: 0.0013 - val_acc: 0.8341
Epoch 1107/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8410e-04 - acc: 0.9056Epoch 01106: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8516e-04 - acc: 0.9060 - val_loss: 0.0013 - val_acc: 0.8411
Epoch 1108/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9907e-04 - acc: 0.8965Epoch 01107: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9973e-04 - acc: 0.8937 - val_loss: 0.0014 - val_acc: 0.8318
Epoch 1109/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9408e-04 - acc: 0.8984Epoch 01108: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9281e-04 - acc: 0.9013 - val_loss: 0.0014 - val_acc: 0.8318
Epoch 1110/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8803e-04 - acc: 0.8978Epoch 01109: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8827e-04 - acc: 0.8960 - val_loss: 0.0014 - val_acc: 0.8388
Epoch 1111/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8515e-04 - acc: 0.8848Epoch 01110: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8334e-04 - acc: 0.8902 - val_loss: 0.0013 - val_acc: 0.8364
Epoch 1112/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7792e-04 - acc: 0.9023Epoch 01111: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7994e-04 - acc: 0.9007 - val_loss: 0.0013 - val_acc: 0.8271
Epoch 1113/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7395e-04 - acc: 0.9030Epoch 01112: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7418e-04 - acc: 0.9036 - val_loss: 0.0013 - val_acc: 0.8294
Epoch 1114/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7951e-04 - acc: 0.8971Epoch 01113: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8029e-04 - acc: 0.8966 - val_loss: 0.0012 - val_acc: 0.8341
Epoch 1115/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7778e-04 - acc: 0.8867Epoch 01114: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7756e-04 - acc: 0.8884 - val_loss: 0.0012 - val_acc: 0.8294
Epoch 1116/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9028e-04 - acc: 0.9017Epoch 01115: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8986e-04 - acc: 0.9042 - val_loss: 0.0011 - val_acc: 0.8154
Epoch 1117/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 3.0193e-04 - acc: 0.8978Epoch 01116: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 3.0051e-04 - acc: 0.8972 - val_loss: 0.0011 - val_acc: 0.8294
Epoch 1118/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.9975e-04 - acc: 0.8965Epoch 01117: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.9920e-04 - acc: 0.8954 - val_loss: 0.0012 - val_acc: 0.8388
Epoch 1119/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7919e-04 - acc: 0.8978Epoch 01118: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7803e-04 - acc: 0.8960 - val_loss: 0.0012 - val_acc: 0.8341
Epoch 1120/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7849e-04 - acc: 0.8939Epoch 01119: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8093e-04 - acc: 0.8931 - val_loss: 0.0012 - val_acc: 0.8271
Epoch 1121/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8202e-04 - acc: 0.9062Epoch 01120: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8296e-04 - acc: 0.9071 - val_loss: 0.0012 - val_acc: 0.8248
Epoch 1122/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8399e-04 - acc: 0.8952Epoch 01121: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8690e-04 - acc: 0.8954 - val_loss: 0.0012 - val_acc: 0.8318
Epoch 1123/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7957e-04 - acc: 0.9017Epoch 01122: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7917e-04 - acc: 0.9013 - val_loss: 0.0012 - val_acc: 0.8224
Epoch 1124/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7117e-04 - acc: 0.9095Epoch 01123: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7178e-04 - acc: 0.9077 - val_loss: 0.0012 - val_acc: 0.8318
Epoch 1125/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7752e-04 - acc: 0.9062Epoch 01124: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7745e-04 - acc: 0.9077 - val_loss: 0.0012 - val_acc: 0.8224
Epoch 1126/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7757e-04 - acc: 0.9030Epoch 01125: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7697e-04 - acc: 0.9030 - val_loss: 0.0013 - val_acc: 0.8294
Epoch 1127/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8054e-04 - acc: 0.9010Epoch 01126: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7977e-04 - acc: 0.9042 - val_loss: 0.0013 - val_acc: 0.8294
Epoch 1128/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7011e-04 - acc: 0.8991Epoch 01127: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7027e-04 - acc: 0.9025 - val_loss: 0.0012 - val_acc: 0.8341
Epoch 1129/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7449e-04 - acc: 0.8991Epoch 01128: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7661e-04 - acc: 0.8995 - val_loss: 0.0012 - val_acc: 0.8294
Epoch 1130/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7957e-04 - acc: 0.9089Epoch 01129: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7905e-04 - acc: 0.9083 - val_loss: 0.0012 - val_acc: 0.8341
Epoch 1131/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7311e-04 - acc: 0.8965Epoch 01130: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7370e-04 - acc: 0.8984 - val_loss: 0.0013 - val_acc: 0.8341
Epoch 1132/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7852e-04 - acc: 0.9036Epoch 01131: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7715e-04 - acc: 0.9025 - val_loss: 0.0014 - val_acc: 0.8294
Epoch 1133/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7815e-04 - acc: 0.8932Epoch 01132: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7665e-04 - acc: 0.8919 - val_loss: 0.0013 - val_acc: 0.8388
Epoch 1134/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7485e-04 - acc: 0.8939Epoch 01133: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7493e-04 - acc: 0.8972 - val_loss: 0.0012 - val_acc: 0.8435
Epoch 1135/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7006e-04 - acc: 0.8997Epoch 01134: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6988e-04 - acc: 0.8995 - val_loss: 0.0013 - val_acc: 0.8294
Epoch 1136/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7281e-04 - acc: 0.9134Epoch 01135: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7380e-04 - acc: 0.9095 - val_loss: 0.0012 - val_acc: 0.8318
Epoch 1137/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7267e-04 - acc: 0.9043Epoch 01136: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7453e-04 - acc: 0.9025 - val_loss: 0.0013 - val_acc: 0.8364
Epoch 1138/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7315e-04 - acc: 0.8945Epoch 01137: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7480e-04 - acc: 0.8960 - val_loss: 0.0013 - val_acc: 0.8318
Epoch 1139/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8118e-04 - acc: 0.9036Epoch 01138: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8085e-04 - acc: 0.8989 - val_loss: 0.0012 - val_acc: 0.8294
Epoch 1140/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7266e-04 - acc: 0.8991Epoch 01139: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7383e-04 - acc: 0.9007 - val_loss: 0.0013 - val_acc: 0.8271
Epoch 1141/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7829e-04 - acc: 0.9017Epoch 01140: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7810e-04 - acc: 0.9013 - val_loss: 0.0011 - val_acc: 0.8318
Epoch 1142/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7716e-04 - acc: 0.8887Epoch 01141: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7570e-04 - acc: 0.8890 - val_loss: 0.0011 - val_acc: 0.8318
Epoch 1143/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7892e-04 - acc: 0.8952Epoch 01142: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7955e-04 - acc: 0.8954 - val_loss: 0.0013 - val_acc: 0.8341
Epoch 1144/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.6620e-04 - acc: 0.8939Epoch 01143: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6739e-04 - acc: 0.8925 - val_loss: 0.0014 - val_acc: 0.8248
Epoch 1145/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8545e-04 - acc: 0.9004Epoch 01144: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8550e-04 - acc: 0.9025 - val_loss: 0.0012 - val_acc: 0.8224
Epoch 1146/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7371e-04 - acc: 0.8952Epoch 01145: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7374e-04 - acc: 0.8984 - val_loss: 0.0012 - val_acc: 0.8318
Epoch 1147/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7310e-04 - acc: 0.9108Epoch 01146: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7352e-04 - acc: 0.9071 - val_loss: 0.0013 - val_acc: 0.8318
Epoch 1148/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7212e-04 - acc: 0.9043Epoch 01147: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7140e-04 - acc: 0.9054 - val_loss: 0.0012 - val_acc: 0.8364
Epoch 1149/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7070e-04 - acc: 0.9017Epoch 01148: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7051e-04 - acc: 0.9025 - val_loss: 0.0013 - val_acc: 0.8364
Epoch 1150/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7611e-04 - acc: 0.9017Epoch 01149: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7693e-04 - acc: 0.9001 - val_loss: 0.0012 - val_acc: 0.8341
Epoch 1151/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7623e-04 - acc: 0.8932Epoch 01150: val_loss improved from 0.00112 to 0.00111, saving model to model.h5
1712/1712 [==============================] - 2s - loss: 2.7457e-04 - acc: 0.8966 - val_loss: 0.0011 - val_acc: 0.8341
Epoch 1152/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8520e-04 - acc: 0.9023Epoch 01151: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8382e-04 - acc: 0.9025 - val_loss: 0.0012 - val_acc: 0.8318
Epoch 1153/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7636e-04 - acc: 0.9017Epoch 01152: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7443e-04 - acc: 0.8978 - val_loss: 0.0013 - val_acc: 0.8294
Epoch 1154/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7246e-04 - acc: 0.8991Epoch 01153: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7078e-04 - acc: 0.8995 - val_loss: 0.0012 - val_acc: 0.8271
Epoch 1155/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7034e-04 - acc: 0.8887Epoch 01154: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7028e-04 - acc: 0.8902 - val_loss: 0.0012 - val_acc: 0.8271
Epoch 1156/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7431e-04 - acc: 0.8997Epoch 01155: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7380e-04 - acc: 0.8960 - val_loss: 0.0012 - val_acc: 0.8341
Epoch 1157/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.6889e-04 - acc: 0.9030Epoch 01156: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6932e-04 - acc: 0.9007 - val_loss: 0.0013 - val_acc: 0.8271
Epoch 1158/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.6875e-04 - acc: 0.8965Epoch 01157: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6935e-04 - acc: 0.9025 - val_loss: 0.0012 - val_acc: 0.8364
Epoch 1159/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.6971e-04 - acc: 0.8952Epoch 01158: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6958e-04 - acc: 0.8931 - val_loss: 0.0012 - val_acc: 0.8271
Epoch 1160/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.6707e-04 - acc: 0.8997Epoch 01159: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6890e-04 - acc: 0.8984 - val_loss: 0.0012 - val_acc: 0.8248
Epoch 1161/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8014e-04 - acc: 0.8900Epoch 01160: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7768e-04 - acc: 0.8902 - val_loss: 0.0013 - val_acc: 0.8271
Epoch 1162/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7423e-04 - acc: 0.8939Epoch 01161: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7624e-04 - acc: 0.8954 - val_loss: 0.0012 - val_acc: 0.8294
Epoch 1163/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7432e-04 - acc: 0.8978Epoch 01162: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7329e-04 - acc: 0.8966 - val_loss: 0.0012 - val_acc: 0.8341
Epoch 1164/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7353e-04 - acc: 0.8997Epoch 01163: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7360e-04 - acc: 0.9001 - val_loss: 0.0012 - val_acc: 0.8388
Epoch 1165/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8226e-04 - acc: 0.8971Epoch 01164: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8631e-04 - acc: 0.9007 - val_loss: 0.0013 - val_acc: 0.8318
Epoch 1166/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7722e-04 - acc: 0.9004Epoch 01165: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7589e-04 - acc: 0.8984 - val_loss: 0.0012 - val_acc: 0.8294
Epoch 1167/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.6413e-04 - acc: 0.9017Epoch 01166: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6487e-04 - acc: 0.9025 - val_loss: 0.0012 - val_acc: 0.8271
Epoch 1168/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.6656e-04 - acc: 0.8945Epoch 01167: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6669e-04 - acc: 0.8972 - val_loss: 0.0012 - val_acc: 0.8411
Epoch 1169/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.6413e-04 - acc: 0.9043Epoch 01168: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6370e-04 - acc: 0.8954 - val_loss: 0.0012 - val_acc: 0.8388
Epoch 1170/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.6840e-04 - acc: 0.9023Epoch 01169: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6933e-04 - acc: 0.9019 - val_loss: 0.0012 - val_acc: 0.8435
Epoch 1171/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7166e-04 - acc: 0.9082Epoch 01170: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7129e-04 - acc: 0.9065 - val_loss: 0.0012 - val_acc: 0.8318
Epoch 1172/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.6732e-04 - acc: 0.8997Epoch 01171: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6726e-04 - acc: 0.8984 - val_loss: 0.0013 - val_acc: 0.8318
Epoch 1173/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.6515e-04 - acc: 0.8906Epoch 01172: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6678e-04 - acc: 0.8931 - val_loss: 0.0014 - val_acc: 0.8294
Epoch 1174/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.6841e-04 - acc: 0.8893Epoch 01173: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6909e-04 - acc: 0.8838 - val_loss: 0.0013 - val_acc: 0.8271
Epoch 1175/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7552e-04 - acc: 0.8978Epoch 01174: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7546e-04 - acc: 0.8960 - val_loss: 0.0013 - val_acc: 0.8364
Epoch 1176/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7009e-04 - acc: 0.8971Epoch 01175: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7175e-04 - acc: 0.8954 - val_loss: 0.0014 - val_acc: 0.8388
Epoch 1177/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7836e-04 - acc: 0.9010Epoch 01176: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7752e-04 - acc: 0.9042 - val_loss: 0.0013 - val_acc: 0.8294
Epoch 1178/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7066e-04 - acc: 0.9030Epoch 01177: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7243e-04 - acc: 0.9001 - val_loss: 0.0014 - val_acc: 0.8248
Epoch 1179/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7233e-04 - acc: 0.8906Epoch 01178: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7092e-04 - acc: 0.8931 - val_loss: 0.0014 - val_acc: 0.8341
Epoch 1180/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7860e-04 - acc: 0.8997Epoch 01179: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7919e-04 - acc: 0.8972 - val_loss: 0.0013 - val_acc: 0.8201
Epoch 1181/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7811e-04 - acc: 0.8952Epoch 01180: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7639e-04 - acc: 0.8919 - val_loss: 0.0014 - val_acc: 0.8248
Epoch 1182/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7438e-04 - acc: 0.8880Epoch 01181: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7421e-04 - acc: 0.8902 - val_loss: 0.0014 - val_acc: 0.8248
Epoch 1183/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.8357e-04 - acc: 0.9004Epoch 01182: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.8183e-04 - acc: 0.8989 - val_loss: 0.0013 - val_acc: 0.8271
Epoch 1184/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7685e-04 - acc: 0.9017Epoch 01183: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7816e-04 - acc: 0.8949 - val_loss: 0.0013 - val_acc: 0.8294
Epoch 1185/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.7504e-04 - acc: 0.9023Epoch 01184: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.7352e-04 - acc: 0.9013 - val_loss: 0.0012 - val_acc: 0.8318
Epoch 1186/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.5655e-04 - acc: 0.8919Epoch 01185: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.5726e-04 - acc: 0.8937 - val_loss: 0.0012 - val_acc: 0.8248
Epoch 1187/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.6887e-04 - acc: 0.9043Epoch 01186: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6897e-04 - acc: 0.9042 - val_loss: 0.0012 - val_acc: 0.8388
Epoch 1188/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.6467e-04 - acc: 0.9036Epoch 01187: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6359e-04 - acc: 0.9025 - val_loss: 0.0012 - val_acc: 0.8411
Epoch 1189/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.6239e-04 - acc: 0.9095Epoch 01188: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6255e-04 - acc: 0.9112 - val_loss: 0.0012 - val_acc: 0.8364
Epoch 1190/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.6213e-04 - acc: 0.9043Epoch 01189: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6030e-04 - acc: 0.9042 - val_loss: 0.0012 - val_acc: 0.8248
Epoch 1191/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.5824e-04 - acc: 0.9036Epoch 01190: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.5810e-04 - acc: 0.9060 - val_loss: 0.0012 - val_acc: 0.8271
Epoch 1192/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.6390e-04 - acc: 0.8971Epoch 01191: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6400e-04 - acc: 0.8989 - val_loss: 0.0013 - val_acc: 0.8341
Epoch 1193/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.6359e-04 - acc: 0.9076Epoch 01192: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6185e-04 - acc: 0.9054 - val_loss: 0.0013 - val_acc: 0.8294
Epoch 1194/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.6193e-04 - acc: 0.8971Epoch 01193: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6199e-04 - acc: 0.8960 - val_loss: 0.0012 - val_acc: 0.8388
Epoch 1195/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.5842e-04 - acc: 0.9043Epoch 01194: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.5816e-04 - acc: 0.9025 - val_loss: 0.0011 - val_acc: 0.8318
Epoch 1196/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.6321e-04 - acc: 0.9030Epoch 01195: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6308e-04 - acc: 0.9001 - val_loss: 0.0012 - val_acc: 0.8294
Epoch 1197/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.6218e-04 - acc: 0.9056Epoch 01196: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6607e-04 - acc: 0.9025 - val_loss: 0.0012 - val_acc: 0.8341
Epoch 1198/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.6624e-04 - acc: 0.9004Epoch 01197: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6656e-04 - acc: 0.8966 - val_loss: 0.0012 - val_acc: 0.8411
Epoch 1199/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.6801e-04 - acc: 0.8906Epoch 01198: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6950e-04 - acc: 0.8943 - val_loss: 0.0013 - val_acc: 0.8271
Epoch 1200/1200
1536/1712 [=========================>....] - ETA: 0s - loss: 2.6623e-04 - acc: 0.8971Epoch 01199: val_loss did not improve
1712/1712 [==============================] - 2s - loss: 2.6596e-04 - acc: 0.8984 - val_loss: 0.0012 - val_acc: 0.8341